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Н Новости

ИИ-агенты: от теории к практике

Вступление

Одними из наиболее интересных подходов в создании AI-систем в 2024 году являются агенты (agents, agentic AI systems) и мультиагентные системы (multi-agent systems).

Оба они показывают большую эффективность при решении многих задач и позволяют решать более сложные задачи с помощью LLM

Эти подходы не только увеличивают эффективность, а в принципе позволяют по другому взглянуть на то как можно подходить к дизайну AI систем в бизнесе и помогают решать задачи с бОльшей степенью неопределенности. По сути, вместо того, чтобы давать четкие инструкции по решению задачи, мы объясняем AI системе каким образом нужно думать, чтобы решить её.

Поговорим сегодня про Агентов.

Ключевая черта, отличающая агентов от других AI-систем – это автономность

То есть мы можем говорить что имеем дело с Агентом, если наша система обладает автономностью в решении задачи. Степень автономности может быть разная: от выбора действий в рамках заданных шагов и инструментов до самостоятельного определения плана и последовательности выполнения.

Решение реальной бизнес-задачи

Большинство гайдов по агентам ограничиваются теорией и супер-абстрактными примерами, игнорируя реальные проблемы, которые возникают в процессе разработки.

Сегодня мы решим задачу, приближенную к реальности и актуальную для многих бизнесов – сделаем агента-ассистента для сбора данных.

Представим, что у нас есть юридическая компания, помогающая клиентам защищать права потребителей. Когда клиент обращается с проблемой, прежде чем передать задачу юристу, наш ассистент должен собрать полную информацию о клиенте, компании и покупке.

Если бы мы просто автоматизировали этот процесс, то сделали бы стандартный опросник и набор скриптов для сбора данных из интернета. Но мы создадим агента, который будет автономно решать эту задачу, адаптируясь в процессе.

Требования к агенту

Наш агент должен уметь:

Задавать уточняющие вопросы клиенту.
Искать информацию в поисковике.

Для этого используются инструменты (tools), которые становятся своего рода «руками» LLM, позволяя взаимодействовать с внешним миром.

Приблизительно это работает так:

Мы объясняем LLM, что есть в её распоряжении и просим выполнить какую-то задачу.

USER: У тебя есть следующие Инструменты: search(query) - для поиска в интернете, human(qustion) - чтобы задать вопрос пользователю
Какой адрес большого театра?

LLM просит нас выполнить функцию с заданными параметрами (сама она этого сделать не может)

LLM: run search('большой театр адрес')

Мы на своей стороне выполняем функцию search и отдаем LLM результаты

USER: run search('большой театр адрес') results = {результаты поиска, например первая страница выдачи гугла}

LLM используя эти данные отвечает

LLM: Адрес большого театра: ул. Большая Дмитровка, 4/2, Москва

Т.е. есть мы можем имплементировать какое-то количество функций, объяснить LLM как и для чего их использовать, и она будет по своему усмотрению просить нас их выполнять.

Реализация агента

Для создания агента будем использоваться langgraph – это очень крутая библиотека, которая упрощает работу с агентами и инструментами. В качестве LLM будем использовать chatgpt-4o.

Основа приложения на langgraph – это, собственно граф: несколько нод, объединенных связями.

В нашем случае это будет 2 ноды:

Нода взаимодействия с LLM
Нода вызова инструментов

Также нам потребуется 2 инструмента:

Поиск в интернете – будем использовать Tavily
Взаимодействие с пользователем – human tool из langchain

Настройка модели и инструментов

from langchain_openai import ChatOpenAI 
from langgraph.graph import StateGraph, END, MessagesState 
from langgraph.prebuilt import ToolNode 
from langchain_core.messages import HumanMessage, SystemMessage
from langchain_community.tools import TavilySearchResults 
from langchain.agents import load_tools

# Tavily для поиска в интернете
search_tool = TavilySearchResults(max_results=10, 
                                  include_answer=True, 
                                  include_raw_content=False)
# Human tool для взаимодействия с пользователем
human_tool = load_tools(["human"])[0]

tools = [search_tool, human_tool]

# Настраиваем модель и биндим к ней инструменты
llm = ChatOpenAI(model="gpt-4o", max_tokens=None).bind_tools(tools)

Теперь у нас определены инструменты и модель, которая знает про эти инструменты

Далее создадим ноду для взаимодействия с LLM и граф:

# функция, которая определяет нужно ли вызывать инструменты 
# или результат уже получен
def should_continue(state: MessagesState):
    messages = state["messages"]
    last_message = messages[-1]
    if last_message.tool_calls:
        return "tools"
    return END

# функция для ноды взаимодейтсвия с LLM
def gather_data(state: MessagesState):

    messages = state["messages"]

    messages.append(SystemMessage(content='''
    Ты – ассистент юриста. 
    Клиент обратился с проблемой. Твоя задача - собрать данные о клиенте, 
    компании и покупке
    
    Тебе нужно собрать следующие данные:
    * о компании
    ** юридическое наименование (ООО, ИП и другие правовые формы)
    ** Юридический адрес
    ** ИНН, ОГРН(ИП)
    ** контактный email 
    * Данные клиента:
    ** ФИО
    ** Паспортные данные (номер, кем и когда выдан)
    * Данные о покупке:
    ** дата
    ** номер (если есть)
    ** сумма

    
    Ответь JSON в формате 
    {{"case_data": все данные о клиенте и компании текстовом виде}}.
    Никакий других данных в ответе быть не должно, 
    только JSON, который можно распарсить

    '''))

    response = llm.invoke(messages)

    # информация для отладки
    print(json.dumps(response.tool_calls, indent=2,ensure_ascii=False))
    print(json.dumps(response.content, indent=2,ensure_ascii=False))
   
    return {"messages": [response]}

# встроенная в langgraph нода вызова инструментов
tool_node = ToolNode(tools)

workflow = StateGraph(MessagesState)

# задаём ноды
workflow.add_node("gather_data_node", gather_data)
workflow.add_node("tools", tool_node)

# задаём переходы между нодами
# входная нода - gather_data_node
workflow.set_entry_point("gather_data_node")
# после gather_data_node вызываем should_continue, 
# чтобы определить что делать дальше
workflow.add_conditional_edges("gather_data_node", 
                               should_continue, 
                               ["tools", END])
# после вызова инструментов всегда возвращаемся к ноде LLM, 
# чтобы отдать ей результат вызова инструментов
workflow.add_edge("tools", "gather_data_node")

graph = workflow.compile()


# изначальное описание ситуации от клиента
prompt = """
    Вот описание ситуации от клиента:
    Я купил абонемент в спортзале Wordclass на ленинском 109 на год. 
    Через месяц я захотел его вернуть и на ресепшене мне отказали.
    """



input_messages = [HumanMessage(prompt)]
output = graph.invoke({"messages": input_messages})

В итоге у нас получился вот такой граф:

Как это работает

У графов в langgraph есть стейт, доступный при выполнении каждой ноды, куда можно записывать данные. Стейт можно задать произвольно, в нашем случае используется MessagesState. Этот стейт хранит историю всех сообщений между LLM и пользователем, аналогично тому, как это реализовано в веб-версии ChatGPT. При вызове LLM доступна вся история взаимодействий.

Изначально вызывается gather_data_node. После её выполнения LLM либо возвращает конечный результат, либо "просит" выполнить один из доступных инструментов. Решение о дальнейшем действии принимает функция should_continue: она либо направляет граф в ноду инструментов, либо завершает его выполнение.

После выполнения инструментов граф всегда возвращается к ноде взаимодействия с LLM (gather_data_node), чтобы передать результаты выполнения инструментов для дальнейшей обработки.

Изначальное описание проблемы клиента будет таким:

Я купил абонемент в спортзале Wordclass на Ленинском 109 на год. Через месяц я захотел его вернуть, и на ресепшене мне отказали.

Запускаем

Теперь начинается самое интересное, давайте запускать.

Запуск 1

Первый запуск выдал такое:

По умолчанию LLM просто “ленится” и просит человека предоставить абсолютно все данные 🙂

Давайте объясним ему, как правильно пользоваться инструментами. Немного поправим промпт:

Ты – ассистент юриста.
Клиент обратился с проблемой. Твоя задача - собрать данные о клиенте, компании и покупке.
Тебе нужно собрать следующие данные:
* о компании
** юридическое наименование (ООО, ИП и другие правовые формы)
** Юридический адрес
** ИНН, ОГРН(ИП)
** контактный email
* Данные клиента:
** ФИО
** Паспортные данные (номер, кем и когда выдан)
* Данные о покупке:
** дата
** номер (если есть)
** сумма
Для поиска данных о компании используй инструмент TavilySearchResults.
С помощью HumanInputRun ты можешь уточнить у клиента его данные и данные о покупке
Ответь JSON в формате {{"case_data": все данные о клиенте и компании текстовом виде}}.
Никакий других данных в ответе быть не должно, только JSON, который можно распарсить

Запуск 2

[
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Worldclass Ленинский 109 юридическая информация"
    },
    "id": "call_RIOMHjxV5qoQjTXVrdV8orNB",
    "type": "tool_call"
  },
  {
    "name": "human",
    "args": {
      "query": "Пожалуйста, предоставьте ваши ФИО, паспортные данные, а также информацию о покупке (дата, номер, сумма), если у вас есть эти данные."
    },
    "id": "call_DhUwVdO14d7dUFH1fyPp0YvG",
    "type": "tool_call"
  }
]

В первой итерации наш агента решил сделать поисковый запрос "Worldclass Ленинский 109 юридическая информация" и попросил предоставить нас данные

LLM: Пожалуйста, предоставьте ваши ФИО, паспортные данные, а также информацию о покупке (дата, номер, сумма), если у вас есть эти данные.
USER: Иванов Иван Ивановч 4444 444444 (тут я намеренно сделал опечатку и дал ему не все данные)

[
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Worldclass юридическая информация"
    },
    "id": "call_LujnH75FUxTEpOim9QZCoXEI",
    "type": "tool_call"
  }
]
""
[
  {
    "name": "human",
    "args": {
      "query": "Я нашел информацию, что клубы World Class управляются ООО «Спорт Форум». Пожалуйста, уточните, кем и когда был выдан ваш паспорт, а также данные о покупке: дата покупки, номер договора (если есть) и сумма."
    },
    "id": "call_lbKtbYuzCUnz4JMGDxaQsmNA",
    "type": "tool_call"
  }
]

Видимо он нашёл не всю информацию и решил во второй итерации сделать еще один поиск с другим запросом и дозапросить недостающие данные у нас

LLM: Я нашел информацию, что клубы World Class управляются ООО «Спорт Форум». Пожалуйста, уточните, кем и когда был выдан ваш паспорт, а также данные о покупке: дата покупки, номер договора (если есть) и сумма.
USER: абонемент куплен 01.10.24 за 100 000 руб.

После этого наш агент решил, что собрал всю информацию и вернул конечный результат:

{
  "case_data": "Компания:
  - Юридическое наименование: ООО «Спорт Форум»
  - Юридический адрес: 117420, Москва, улица Наметкина д6 к1
  - ИНН, ОГРН: информация не найдена
  - Контактный email: информация не найдена
  
  Клиент:
  - ФИО: Иванов Иван Иванович
  - Паспортные данные: номер 4444 444444, кем и когда выдан: информация не предоставлена
  
  Покупка:
  - Дата: 01.10.2024
  - Номер: не указан
  - Сумма: 100 000 руб."
}

Видим что он нашёл только часть данных по компании.

Мне показалось это связано с тем, что поисковый запрос, который он использует, слишком общий. Кроме того, он удовлетворяется неполной информацией и закачивает работу раньше чем стоило бы. Давайте это исправим:

Ты – ассистент юриста.
Клиент обратился с проблемой. Твоя задача - собрать данные о клиенте, компании и покупке
Тебе нужно собрать следующие данные:
* о компании
** юридическое наименование (ООО, ИП и другие правовые формы)
** Юридический адрес
** ИНН, ОГРН(ИП)
** контактный email
* Данные клиента:
** ФИО
** Паспортные данные (номер, кем и когда выдан)
* Данные о покупке:
** дата
** номер (если есть)
** сумма
Для поиска данных о компании используй инструмент TavilySearchResults. При использовании поиска ищи каждый параметр отдельным поисковым запросом.
С помощью HumanInputRun ты можешь уточнить у клиента его данные и данные о покупке.
Продолжай задавать вопросы и пользоваться поиском до тех пор, пока не соберешь все данные

Запуск 3

[
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Wordclass Ленинский 109 юридическое наименование"
    },
    "id": "call_j2QfMPhLUrr3u3k6CTCAnzFo",
    "type": "tool_call"
  },
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Wordclass Ленинский 109 юридический адрес"
    },
    "id": "call_5GgJB1bUg3jziGvM5JthfJGq",
    "type": "tool_call"
  },
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Wordclass Ленинский 109 ИНН"
    },
    "id": "call_6IMxybQovBXJXsZGrKjk9Dhs",
    "type": "tool_call"
  },
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Wordclass Ленинский 109 ОГРН"
    },
    "id": "call_erXpeIrcxi185cOnLhEITxwi",
    "type": "tool_call"
  },
  {
    "name": "tavily_search_results_json",
    "args": {
      "query": "Wordclass Ленинский 109 контактный email"
    },
    "id": "call_k10Q1YreIWa8ElPllnpOC7kk",
    "type": "tool_call"
  }
]

В первую итерацию он сделал несколько запросов в поиск - один запрос на каждый параметр, с человеком пока решил не общаться.

Смотрим дальше:

  {
    "name": "human",
    "args": {
      "query": "Пожалуйста, предоставьте ваши данные:\n\n1. ФИО\n2. Паспортные данные (номер, кем и когда выдан)\n3. Данные о покупке абонемента:\n   - Дата покупки\n   - Номер (если есть)\n   - Сумма покупки"
    },
    "id": "call_kw7nB2z3MZh3ZMCBZXljvHWF",
    "type": "tool_call"
  }
]

На второй цикл уже нет поисковых запросов, но есть вопросы к пользователю

LLM: Пожалуйста, предоставьте ваши данные:
1. ФИО
2. Паспортные данные (номер, кем и когда выдан)
3. Данные о покупке абонемента:
- Дата покупки
- Номер (если есть)
- Сумма покупки

USER: Иванов Иван Ивановч 4444 444444

Намеренно отвечаем ему только частично, смотрим что происходит

[
  {
    "name": "human",
    "args": {
      "query": "Пожалуйста, укажите дату покупки абонемента, его номер (если есть) и сумму покупки."
    },
    "id": "call_XKuza4NR2K2b0K3ODa8wm4de",
    "type": "tool_call"
  }
]

Он понял, что данных не хватает и задал еще вопрос

LLM: Пожалуйста, укажите дату покупки абонемента, его номер (если есть) и сумму покупки.
USER: абонемент куплен 01.10.24 за 100 000 руб.

После этого, наш агент решил, что собрал все данные и выдал конечный результат:

{
     "case_data":{
            "company":{
                   "юридическое наименование":"ООО Спорт Форум",
                   "юридический адрес":"Москва, Ленинский проспект, 109",
                   "ИНН":"7710309880",
                   "ОГРН":"1027700488493",
                   "контактный email":"[email protected]"       
     },
            "client":{
                   "ФИО":"Иванов Иван Иванович",
                   "паспортные данные":{
                          "номер":"4444 444444"           
        }       
     },
            "purchase":{
                   "дата":"01.10.24",
                   "сумма":"100000 руб"      
     }   
  }
}

Теперь результат уже достаточно хороший, чтобы отдавать его юристу, который не будет тратить время на поиск информации.

Финульную версию скрипта можно взять тут.

В процессе создания подобных AI-систем основное время уходит на проектирование графа, стейта и промпт-инжиниринг. Это некоторая смесь программирования и творчества, которое требует накопления опыта и множества проб и ошибок, чтобы развить интуицию и научиться эффективно проектировать такие системы.

Что дальше?

Конечно, это пока только proof-of-concept.

Но он уже демонстрирует, что LLM может автономно решать несложные задачи. Этот пример можно доработать: добавить обработку ошибок, интегрировать дополнительные инструменты, такие как проверка компании в ЕГРЮЛ, парсинг сайтов для получения информации и поиск релевантных статей закона. В итоге получится полноценный инструмент, способный значительно повысить эффективность бизнеса.

Кроме этого, я в этой статье я не затронул важный аспект – реалзиация долгосрочной памяти и RAG, про это на хабре есть хорошая статья.

Следующим шагом может стать создание ещё одного агента — юриста, который сможет автоматически составлять жалобы. Таким образом, мы получим мультиагентную систему, о которой я расскажу в следующей статье.

Перспективы

Текущий уровень развития LLM уже позволяет в некоторых задачах перейти от традиционной автоматизации к созданию автономных агентов, которые работают гораздо эффективнее. Эта эффективность будет только увеличиваться.

Буквально несколько дней назад OpenAI анонсировала новую модель o3 которая, уверен, ещё лучше проявит себя в подходах с использованием агентов. Изменения происходят очень быстро, поэтому важно уже сейчас пересмотреть своё отношение к LLM и воспринимать их не только как инструменты для выполнения чётких инструкций.

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26 дек. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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02.09.24 20:24 [email protected]

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06.09.24 01:44 Celinagarcia

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16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
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Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

COMMENT ON I NEED A HACKER TO RECOVER MONEY FROM BINARY TRADING. HIRE FASTFUND RECOVERY
25.11.24 02:20 briankennedy

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26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

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26.11.24 23:12 rickrobinson8

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27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.
01.12.24 17:21 KollanderMurdasanu

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02.12.24 23:02 ytre89

Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
04.12.24 22:24 andreygagloev

When I first heard about Bitcoin back in 2018, I was skeptical. The idea of a decentralized, digital currency seemed too good to be true. But I was intrigued as I learned more about the technology behind it and its potential. I started small, investing just a few hundred dollars, dipping my toes into the cryptocurrency waters. At first, it was exhilarating to watch the value of my investment grow exponentially. I felt like I was part of the future, an early adopter of this revolutionary new asset. But that euphoria was short-lived. One day, I logged into my digital wallet only to find it empty - my Bitcoin had vanished without a trace. It turned out that the online exchange I had trusted had been hacked, and my funds were stolen. I was devastated, both financially and emotionally. All the potential I had seen in Bitcoin was tainted by the harsh reality that with decentralization came a lack of regulation and oversight. My hard-earned money was gone, lost to the ether of the digital world. This experience taught me a painful lesson about the price of trust in the uncharted territory of cryptocurrency. While the technology holds incredible promise, the risks can be catastrophic if you don't approach it with extreme caution. My Bitcoin investment gamble had failed, and I was left to pick up the pieces, wiser but poorer for having placed my faith in the wrong hands. My sincere appreciation goes to MUYERN TRUST HACKER. You are my hero in recovering my lost funds. Send a direct m a i l ( muyerntrusted ( @ ) mail-me ( . )c o m ) or message on whats app : + 1 ( 4-4-0 ) ( 3 -3 -5 ) ( 0-2-0-5 )
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

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19.12.24 17:07 rebeccabenjamin

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00:21 swiftdream

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