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Н Новости

Замена Langchain, как OpenAI Agents SDK справляется с глубоким поиском?

Агенты супер багованы. В своих проектах в компании мы заметили, что Langchain стал уж слишком баговым. В мультиагентных системах агенты зачастую циклятся, так как не понимают, когда они выполнили финальное действие, не вызывают друг друга когда надо, или же просто возвращают данные в битом формате JSON. Короче говоря, создать агентную систему стало не так то просто, и мы даже стали задумываться об упрощении систем, избавляясь от кучи агентов. И вот неделю назад OpenAI обновили SDK для создания агентов, а еще выкатили доступ к новым тулзам по API. Ну и я пошел тестить.

Я Арсений, Data Scientist в Raft и сегодня я расскажу вам про OpenAI либу для создания агентов от OpenAI.

Мультиагенты

Мультиагентые системы супер важны, поскольку это позволяет не размазывать контекст у моделей, на основе которых они сделаны, делая ее работу более стабильной. Нельзя зафигачить супер большой системный промпт в одного агента и ждать что он отработает во всех кейсах идеально. Важно делать задачи для агентов максимально прямолинейными и атомарными, для лучшей производительности, а общий результат должен зависеть от взаимодействия агентов.

Привычный пайплайн создания агентов через Langchain уже устарел, разработчики библиотеки сами предлагают мигрировать на LangGraph. Фиксить ошибки агентов написанных на LangChain с помощью промптинга можно, но это отнимает много времени на дописывание инструкций, которые даже не относятся выполнению самой задачи, например, объяснять агенту, после какой конкретно функции он получил окончательный ответ, и как ответ должен выглядеть, чтобы его можно было вернуть пользователю.

Помимо этого, логирование и дебаг агентов — не супер удобная штука. Можно вручную настроить логирование в Grafana и записывать туда вывод агентов, но, исходя из моего опыта, это не очень удобно для чтения и требует дополнительного настраивания Grafana.

OpenAI Agents SDK

Последние две недели OpenAI выкатывает изменения в своем API, чтобы разработчики по всему миру внедряли это в свои приложения. Теперь в API доступны поиск по файлам, веб-поиск, использование компьютера, а так же новые аудиомодели. Помимо этого они обновили собственную библиотеку для агентов, где можно использовать все эти функции внутри агента, а так же создавать свои кастомные. Очевидным преимуществом является совместимость со своими же моделями, поддержка JSON формата вывода, что позволяет не парится над форматом вывода и легко связывать агентов между собой, встроенное логирование и другие фичи, по типу указания конкретных тулзов, после которых можно завершать действие и выдавать ответ.

Документация у них не супер полная, но чтобы стартануть пойдет. Как раз используя ее давайте сделаем какую-то простую систему, где заюзаем две важные тулзы -- поиск по файлу и веб-поиск. Итак наша цель:

Агент ресёрчер (типа deep search в GPT).
Что он делает: Анализирует то, что ввёл пользователь.
Задаёт уточняющие вопросы при необходимости.
Анализирует файлы и интернет на предмет данных по материалу.
Выдаёт полный отчёт со ссылками на материалы.

В качестве файла я выбрал данные одного крупнейшего Агро производителя удобрений и семян. В файле всего 340 страниц и его вес примерно 50 МБ. Задавать вопросы будем соответственно про удобрения.

Итак, пойдем по порядку, и начнем с первого пункта

Шаг 1. Анализ вопроса пользователя

Это будет простой агент без тулзов, который будет общаться с пользователем и уточнять вопросы.

from agents import Agent, Runner

query_analyzer_agent = Agent(
    name="QueryAnalyzer",
    instructions="""
    Ты агент, который анализирует запросы пользователей. Тебе задают вопросы ожидая,
    в дальнейшем ответа с использованием файлов и интернета. 
    Твоя задача - понять запрос, определить его тематику и структуру.
    Выдели ключевые аспекты, названия, аттрибуты, определи, нужен ли уточняющий вопрос.
    Не злоупотребляй уточняющими вопросами. Если ты смог достать ключевую информацию,
    не спрашивай у пользователя ещё раз.
    """
)

runner = Runner()
analysis_result = await runner.run(
    query_analyzer_agent, 
    f"Проанализируй следующий запрос пользователя и определи, требуются ли уточнения: '{query}'"
    "Если уточнения требуются, сформулируй конкретный вопрос. "
    "Если уточнения не требуются, просто напиши 'Уточнения не требуются'."
)

Runner запускает рабочий процесс агента. Агент будет выполняться в цикле до тех пор, пока не будет сгенерирован окончательный результат.

Цикл выполняется следующим образом:

Агент вызывается с определенным заданием. В примере выше в задание подставляется пользовательский запрос:
"Проанализируй следующий запрос пользователя и определи, требуются ли уточнения: '{query}' Если уточнения требуются, сформулируй конкретный вопрос. Если уточнения не требуются, просто напиши 'Уточнения не требуются'.
Если есть конечный результат (т.е. агент выдает что-то типа agent.output_type), цикл завершается.
Если есть handoff (передача данных в другого агента), снова запускается цикл, с новым агентом.
В противном случае вызываются инструменты (если таковые имеются) и повторно запускается цикл.

При создании агента, можно также выбирать модель, и то через какое API будет реализовываться обращение к модели.

Рекомендуется использовать новую версию Responses API, например так
model=OpenAIResponsesModel(model="gpt-4o", openai_client=AsyncOpenAI())
Но и через OpenAIChatCompletionsModel, который вызывает OpenAI APIs Chat Completions API
model= OpenAIChatCompletionsModel(model="gpt-4o", openai_client=AsyncOpenAI())

Используется по дефолту новая версия Responses API и gpt-4o-2024-08-06.

Шаг 2. FileSearch

Будем использовать встроенную в SDK FileSearchTool() (подробнее тут). Для того чтобы искать по файлам нужно сначала создать хранилище файлов и загрузить их туда. Это можно сделать либо через сайт, либо используя API.

На сайте:

Создаем векторное хранилище
Добавляем нужные файлы
Для использования нужно сохранить vector_id, чтобы затем передать его в WebSearchTool()

API:

from openai import OpenAI

client = OpenAI()

# Создаем файл
local_file_path = "path"
with open(local_file_path, "rb") as file_content:
  file_response = client.files.create(
    file=file_content,
    purpose="file-search"
  )

# Создаем хранилище
vector_store = client.vector_stores.create(
    name="knowledge_base"
)

# Добавляем файл в хранилище
client.vector_stores.files.create(
    vector_store_id=vector_store.id,
    file_id=file_id
)

Теперь можем создать агента поиска по файлу. Для этого используем vector_store.id и FileSearchTool() Можно задать количество файлов, которое использовать как подходящие для поиска ответа. В моем хранилище только один файл, поэтому я использую только его один.

from agents import Agent, FileSearchTool, Runner

file_search_tool = FileSearchTool(
    vector_store_ids=[vector_store.id],
    max_num_results=1
)

file_agent = Agent(
    name="FileSearcher",
    instructions="""
    Ты агент, специализирующийся на поиске информации в загруженных файлах.
    Используй имеющиеся у тебя инструменты для поиска информации в загруженных файлах.
    Предоставляй полную и точную информацию из файлов, цитируя источник.
    Это самый важный этап анализа, так как информация из файла имеет приоритет.
    Если информация в файле не найдена, четко укажи это.
    """,
    tools=[file_search_tool]
)
runner = Runner()
file_result = await runner.run(
    file_agent, 
    f"""Найди информацию по запросу: '{query}' в загруженном файле.
    Очень важно найти максимально релевантную информацию."""
)

Цены и ограничения:

Цена использования $2.50 за 1000 запросов и хранилище стоит $0.10/GB/day, но первый Гб бесплатно.
Проекты не должны превышать 100GB для всех файлов.
Максимум хранилища -- 10k файлов.
Размер одного файла не более 512MB (примерно 5M токенов)

Шаг 3. WebSearch

Теперь когда у нас есть информация из файла, мы можем дополнить ее поиском в интернете. Важно, мы считаем информацию из файла более приоритетной, поскольку файл имеет более узкую спецификацию.

Итак сначала создаем тулзу для поиска WebSearchTool(). Указываем размер контекста поиска, что напрямую влияет на итоговую цену, а так же опционально можем настроить локацию поиска

"user_location": {"type": "approximate", "country": "GB", "city": "London", "region": "London"}

Затем создаем самого агента и передаем ему инструкции и тулзу. После чего уже его можем запускать.

from agents import Agent, WebSearchTool, Runner

web_search_tool = WebSearchTool(
    search_context_size="medium"
)

web_agent = Agent(
    name="WebSearcher",
    instructions="""
    Ты агент, специализирующийся на поиске информации в интернете.
    Используй инструменты поиска в интернете для нахождения актуальной информации,
    которая дополняет или расширяет информацию, найденную в файле.
    Предоставляй полную и точную информацию из результатов поиска, указывая источники.
    """,
    tools=[web_search_tool]
)

web_result = await runner.run(
    web_agent, 
    f"""Найди актуальную информацию по запросу: '{query}' в интернете.
    В файле была найдена следующая информация: '{file_result.final_output}'
    Дополни или расширь эту информацию своими находками."""
)

Цены и ограничения:

Плата за токены: Стоимость зависит от количества токенов, затраченных на обработку запроса и генерацию ответа. Начинается от 25$ за 1000 обращений для GPT-4o-mini-search. Точные тарифы указаны на странице цен.
Зависимость от размера контекста: Выбор search_context_size влияет на стоимость — больший контекст увеличивает расходы. Подробности доступны в разделе цен на сайте OpenAI.

Шаг 4. Итоговый Ответ

И в конце пайплайна создадим агента, который будет форматировать все данные в удобный для юзера формат. Это обычный агент с простым промптом.

report_agent = Agent(
    name="ReportGenerator",
    instructions="Ты агент, специализирующийся на формировании итоговых отчетов."
    "Твоя задача - обобщать результаты поиска из файлов и интернета."
    "Структурируй информацию логически, выделяй ключевые моменты."
    "Избегай крупных Заголовков."
    "Приоритезируй информацию из файла, затем дополняй её данными из веб-поиска."
    "Обязательно указывай источники информации (ссылки на файлы и веб-страницы)."
)

file_info = file_result.final_output
report_prompt = f"""
  Сформируй полный и структурированный отчет на основе следующих данных:
  
  ЗАПРОС ПОЛЬЗОВАТЕЛЯ: {query}
  
  ИНФОРМАЦИЯ ИЗ ФАЙЛА (ПРИОРИТЕТНАЯ):
  {file_info}
  
  ДОПОЛНИТЕЛЬНАЯ ИНФОРМАЦИЯ ИЗ ИНТЕРНЕТА:
  {web_result.final_output}
  
  Обязательно укажи все источники информации. Структурируй отчет логически.
  Информация из файла должна быть представлена в первую очередь, а затем дополнена данными из интернета.
"""

report_result = await runner.run(report_agent, report_prompt)

Логирование

Отлично, рабочий пайплайн готов!

Запустить его можно streamlit run app.py

Однако создать агентов мало, важно уметь дебажить и логировать их работу. В OpenAI все схвачено, они берут это на себя.

Итак давайте запустим с тестовым запросом 'Технические характеристики удобрения Вайбранс' и перед просмотром ответа пройдем все шаги подряд через логи.

На влкадке Logs можно посмотреть все обращения агентов по API. Реализовано куча фильтров:

Тип API: ChatCompletion или Response.
Название Модели.
Дата обращения.
Метаданные.
Вызываемые в запросах тулзы.
Логи нашего запроса

Видим пошагово все вызовы агентов. Можно ткнуть на каждый вызов и посмотреть детали.

Например, запрос на FileSearch. Видим количество потраченных токенов, а так же ключевые слова по которым шел поиск в файле: 'технические характеристики удобрения Вайбранс', 'удобрение Вайбранс спецификации', 'Вайбранс характеристики'. Это важно для понимания работы и отладки.

Tracing

Помимо общего логирования можно настроить трассировку на конкретные процессы. Это позволяет отслеживать взаимодействие агентов и корректность работы всего пайплайна. Сделать это можно просто следующим образом:

from agents import trace

# указываем название Workflow -- Поисковый запрос
with trace("Поисковой запрос"):
  # весь код вызова агентов ниже

Теперь каждый поисковой запрос можно будет так же отследить на вкладке Traces с указанием Workflow.

Проваливаясь внутрь можно посмотреть более детально работу каждого из агентов, время работы, потраченные токены. Из трассировки видно, что больше всего времени занимает WebSearch, порядка 15 секунд, поскольку мы поставили "medium" размер контекста поиска.

Поиск по файлу и другие агенты отрабатывают очень быстро и четко, несколько миллисекунд.

Итоговый результат

На выходе мы получили полный ресерч с данными из файла и интернета за меньше чем 20 секунд.

Результат модели:

Информация о технических характеристиках удобрения "Вайбранс" организована по следующим категориям:

Технические характеристики из файла:

Активные вещества: седаксан 50 г/л, мефеноксам 37,5 г/л, флудиоксонил 25 г/л.
Формулировка: концентрат суспензии.
Фасовка: канистра 5 л / упаковка 4 × 5 л.
Срок годности: 3 года со дня изготовления.
Класс опасности: 3-й класс.

Дополнительная информация из интернета:

Вайбранс Топ Используется для картофеля.

Действующие вещества: тиаметоксам 262,5 г/л, седаксан 25 г/л, флудиоксонил 25 г/л.
Форма: концентрат суспензии (КС).
Упаковка: канистра 5 л / упаковка 4×5 л.
Класс опасности: 3-й класс.
Норма расхода: 0,4–0,7 л/т клубней.
Спектр действия: колорадский жук, ризоктониоз.

Источник: syngenta.ru

Вайбранс Трио Для озимой и яровой пшеницы, ячменя.

Действующие вещества: седаксан 25 г/л, флудиоксонил 25 г/л, тебуконазол 10 г/л.
Форма: концентрат суспензии (КС).
Спектр действия: корневая гниль, пыльная головня.
Норма расхода: 1,5–2,0 л/т семян.

Источник: pr-agro.ru

"Вайбранс" — это линейка протравителей, предназначенных для защиты семян различных культур от широкого спектра болезней и вредителей. Каждый из препаратов имеет свои уникальные характеристики и целевое применение.

Вывод

По итогу получился очень кайфовый инструмент, с возможностью внедрять свои тулзы, строить агентов и их оркестрировать. Крутым плюсом я считаю возможность настройки через графический интерфейс и встроенные системы логирования.

Конечно, точность ответа зависит от промпта (чем понятнее и детальнее написали, тем лучше) и от того, как данные расположены в файле. Например, были запросы с специфическими названиями, или запросы, информация для которых находилась на разных страницах. Тогда по файлу не всегда удавалось найти подходящую информацию по запросу, хотя информация в файле была. Но тут уже на помощь приходил веб-поиск, котрый позволял агенту выкрутиться.

В общем надеюсь применить OpenAI Agents SDK уже в реальном проекте и рассказать вам о результатах! До встречи!

P.S итоговый код я обернул в Streamlit и получилось небольшое веб-приложение. Код тут.

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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
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
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
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