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Что лучше — Биткойн или Tesla: Агентный ИИ для финансового анализа с Autogen

Вы когда-нибудь задумывались, что лучше для инвестиций — NVidia или Tesla? Но что делать, если вам лень самостоятельно проводить анализ или вы даже не знаете, с чего начать?

Серьезная проблема, понимаю. Как было бы здорово, если бы мы могли попросить ChatGPT сделать это за нас. Но если вы уже пробовали, то знаете, что он не очень с этим справляется. Вы можете попросить его составить план анализа, но сложно заставить его следовать ему. И, что немаловажно, ChatGPT не очень хорошо считает, поэтому анализ финансовых данных пока не его сильная сторона. Можно ли что-то с этим сделать, или все безнадежно, и нам суждено тратить время и тяжело заработанные деньги в Hamster Combat?

Решение есть, хоть оно и не такое простое, как ChatGPT, но способно преодолеть многие ограничения ChatGPT или даже более сложных решений на основе RAG и LLM.

Я, конечно, говорю об агентном ИИ. Идея заключается в том, чтобы использовать группу умеренно интеллектуальных, но высокофункциональных агентов, которые с помощью конструктивного диалога, аргументации и такой то матери смогут разобраться в сути дела. Как говорится, discussio mater veritas est.

Если серьезно, то этот подход чем-то похож на бустинг в машинном обучении. Нам не нужны сверхинтеллектуальные агенты, вместо этого нам требуется большое количество специализированных агентов с подходящими инструментами для выполнения поставленных задач.

Например, для вышеприведенной задачи нам нужны:

Менеджер, который будет координировать диалог.
Финансовый аналитик, способный дать рекомендации по оценке эффективности различных активов, основываясь на определенных правилах и политике.
Программист, который разработает алгоритм на основе описания аналитика.
Критик, который оценит результат и предоставит обратную связь. Это важный компонент для снижения ошибок и галлюцинаций системы.

Разберем это на компоненты архитектуры LLM:

Медиатор — это управляющий группой LLM-агентов. Он должен понимать задачу верхнеуровнево, знать, кто участвует, и как ррганизовать диалог. Может быть основан на LLM.
Финансовый аналитик — вы наверняка ъотите, чтобы он использовал именно вашу инвестиционную политику и документы. Если их много, это RAG-система, если мало, их можно просто передать ваши соображения LLM в качестве контекста.
Программист — это модуль генерации и исполнения кода на основе LLM. Он должен уметь исправлять собственные ошибки. Идеально, если он будет работать в изолированной среде, например, в контейнере Docker
Критик — здесь можно использовать подход эксперта на базе LLM (LLM as a judge), то есть агент с четко определенными критериями оценки.

Уже выглядит сложновато… но это не так. И здесь на помощь приходят фреймворки. Похоже что все популярные фреймворки сегодня сходятся на идее агентов: как LLamaIndex, так и Langchain уже имеют такую функциональность. Я собираюсь показать как использовать открытый фреймворк от Microsoft под названием Autogen. В русском сегменте мало информации о нем а он весьма удобен.

Что такое агентный фреймворк?

Это просто комбинация следующих компонентов:

LLM + интерпретатор кода + плагины

AutoGen был создан, чтобы упростить создание систем ИИ-агентов, которые могут работать как с участием человека, так и без него. Что же он умеет?

Вызывать функции
Читать документы
Иметь краткосрочную и долгосрочную память
Создавать и организовывать диалоги разных агентов по определенным темам
Обучаться в процессе работы
Использовать предоставленные инструменты
Организовывать системы RAG
Генерировать и выполнять код
Оптимизировать использование различных агентов через обучение
Интегрироваться с существующими платформами low-code и no-code

Это все, что нам нужно! Давайте создадим простую систему, которая наконец-то ответит на вопрос: что лучше — Биткойн или Dogecoin?

Нам понадобится ключ API OpenAI, так как мы будем использовать gpt4o в качестве модели. Вы можете использовать любую модель с Autogen, включая локально размещенные, но для простоты я выберу этот путь. После получения ключа сделаем следующую конфигурацию:

config_list = [
    {
        'model': 'gpt-4o',
        'api_key': 'ВАШ ПАРОЛЬ'
    }
]

llm_config = {
    "timeout": 600,
    "config_list": config_list,
    "temperature": 0
}

Теперь создадим наших агентов:

Наш финансовый консультант:

assistant = AssistantAgent(
    "consultant",
    llm_config=llm_config
)

Наш программист:

code_interpreter = UserProxyAgent(
    "coder",
    human_input_mode="NEVER",
    code_execution_config={
        "work_dir": "coding",
        "use_docker": False,
    },
    default_auto_reply=""
)

И наш критик:

critic = AssistantAgent(
    "critic",
    llm_config=llm_config,
    system_message="You are a critic, analyze the data, the solution proposed and made conclusions and identify problems rated from 1 to 10 by severity. If any problem has severity more than 8 - ask to fix it"
)

Они будут использовать gpt4o для общей логики и интерпретатор Python для выполнения кода.

Теперь давайте организуем их в мастермайнд группу. Для этого есть специальный класс, называемый SocietyOfMindAgent:

def init_group(assistants):
  groupchat = GroupChat(
      agents=assistants,
      messages=[],
      speaker_selection_method="round_robin",  # With two agents, this is equivalent to a 1:1 conversation.
      allow_repeat_speaker=True,
      max_round=8,
  )

  manager = GroupChatManager(
      groupchat=groupchat,
      llm_config=llm_config,
  )

  group = SocietyOfMindAgent(
      "society_of_mind",
      chat_manager=manager,
      llm_config=llm_config,
  )
  return group

society_of_mind_agent = init_group([assistant, code_interpreter, critic])

Нам также нужен объект, представляющий нас, пользователя:

user_proxy = UserProxyAgent(
    name="Human_admin",
    human_input_mode="NEVER",
    code_execution_config=False,
    max_consecutive_auto_reply=0
)

Вот и все. У нас есть групповой чат, так что давайте протестируем его на вопросе, который интересует нас всех:

task = "Which stock is a better investment for a conservative investor that is trying to maximize long term gains - NVDA or TSLA based on performance over last 15 years"
user_proxy.initiate_chat(society_of_mind_agent, message=task)

Вывод выглядит немного как магия, потому что это диалог между несколькими агентами. Он довольно длинный, поэтому вот краткое резюме:

Система смогла придумать метод для сравнения обоих акций.
Написала код для получения необходимых финансовых данных из интернета.
Выполнила код и получила данные.
Столкнулась с ошибкой — исправила её.
Снова выполнила код, успешно.
Получила агрегированные финансовые данные и проанализировала их.
Сделала выводы.

Кстати, вот они:

Анализ NVDA vs TSLA

На основе рассчитанных метрик для NVDA и TSLA за последние 10 лет можно сделать следующие выводы:

Анализ

Общая доходность:
- NVDA: 26 767,72%
- TSLA: 3 197,86%
- NVDA значительно превосходит TSLA по общей доходности за последнее десятилетие.
Среднегодовая доходность:
- NVDA: 74,95%
- TSLA: 41,85%
- NVDA также показывает более высокую среднегодовую доходность, что говорит о лучшей средней ежегодной производительности.
Волатильность:
- NVDA: 48,58%
- TSLA: 57,00%
- NVDA имеет более низкую волатильность по сравнению с TSLA, что говорит о меньшем риске в отношении колебаний цен.

Вывод

Для консервативного инвестора, стремящегося максимизировать долгосрочную прибыль, NVDA, исходя из исторических данных, кажется лучшим выбором. NVDA предлагает более высокую среднегодовую доходность и меньшую волатильность по сравнению с TSLA, что больше соответствует целям консервативной инвестиционной стратегии.

Выявленные проблемы

Ограниченность данных (Серьезность: 3): Анализ основан только на исторических данных, которые не гарантируют будущую доходность.
Рыночные условия (Серьезность: 4): Изменения рыночных условий или факторов, специфичных для компании, могут повлиять на будущую доходность.
Учет волатильности (Серьезность: 5): Несмотря на то, что NVDA имеет меньшую волатильность, чем TSLA, она всё ещё остаётся относительно высокой, что может не подойти всем консервативным инвесторам.

Итог

На основе показателей за последние 10 лет, NVDA (NVIDIA Corporation) выглядит более выгодным вложением для консервативного инвестора, стремящегося к максимизации долгосрочной прибыли, чем TSLA (Tesla, Inc.). NVDA показала значительно более высокую общую доходность в размере 26 767,72% и среднегодовую доходность 74,95%, по сравнению с общей доходностью TSLA в 3 197,86% и среднегодовой доходностью 41,85%. Кроме того, NVDA характеризуется меньшей волатильностью (48,58% против 57,00% у TSLA), что указывает на меньший риск в отношении колебаний цен. Эти факторы позволяют предположить, что NVDA больше соответствует целям консервативной инвестиционной стратегии. Однако важно помнить, что прошлая производительность не гарантирует будущих результатов, а рыночные условия могут измениться.

Вот полный диалог:

Развернуть

Human_admin (to society_of_mind):

Which stock is a better investment for a conservative investor that is trying to maximize long term gains - NVDA or TSLA based on performance over the last 10 years

--------------------------------------------------------------------------------

>>>>>>>> USING AUTO REPLY...

society_of_mind (to chat_manager):

Which stock is a better investment for a conservative investor that is trying to maximize long term gains - NVDA or TSLA based on performance over the last 10 years

--------------------------------------------------------------------------------

Next speaker: consultant

consultant (to chat_manager):

To determine which stock, NVDA (NVIDIA Corporation) or TSLA (Tesla, Inc.), is a better investment for a conservative investor aiming to maximize long-term gains, we need to analyze their performance over the last 10 years. This involves examining historical stock price data, volatility, and other financial metrics.

### Plan

1. **Collect Historical Stock Data**: Gather the historical stock prices for NVDA and TSLA over the last 10 years.

2. **Analyze Performance**: Calculate key metrics such as total return, annualized return, and volatility for each stock.

3. **Compare and Conclude**: Compare the metrics to determine which stock has been a better performer for a conservative investor.

### Step 1: Collect Historical Stock Data

We will use Python with the `yfinance` library to collect historical stock data for NVDA and TSLA.

```python

# filename: stock_analysis.py

import yfinance as yf

import pandas as pd

# Define the stock tickers

tickers = ['NVDA', 'TSLA']

# Define the period (10 years)

period = '10y'

# Download historical data

data = yf.download(tickers, period=period)

# Save the data to CSV for further analysis

data['Adj Close'].to_csv('stock_data.csv')

print("Historical stock data for NVDA and TSLA has been saved to 'stock_data.csv'.")

```

Please execute the above code to download the historical stock data for NVDA and TSLA. Once you have the data, we can proceed to analyze it.

--------------------------------------------------------------------------------

Next speaker: coder

>>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...

coder (to chat_manager):

exitcode: 0 (execution succeeded)

Code output:

Historical stock data for NVDA and TSLA has been saved to 'stock_data.csv'.

--------------------------------------------------------------------------------

Next speaker: critic

critic (to chat_manager):

### Step 2: Analyze Performance

Now that we have the historical stock data, we can calculate the key metrics to evaluate the performance of NVDA and TSLA over the last 10 years.

```python

# filename: stock_performance_analysis.py

import pandas as pd

# Load the historical stock data

data = pd.read_csv('stock_data.csv', index_col='Date', parse_dates=True)

# Calculate total return and annualized return

def calculate_returns(data):

total_return = (data.iloc[-1] / data.iloc[0]) - 1

annualized_return = (1 + total_return) ** (1 / 10) - 1

return total_return, annualized_return

# Calculate volatility (standard deviation of returns)

def calculate_volatility(data):

daily_returns = data.pct_change().dropna()

volatility = daily_returns.std() * (252 ** 0.5) # Annualized volatility

return volatility

# Analyze NVDA

nvda_data = data['NVDA']

nvda_total_return, nvda_annualized_return = calculate_returns(nvda_data)

nvda_volatility = calculate_volatility(nvda_data)

# Analyze TSLA

tsla_data = data['TSLA']

tsla_total_return, tsla_annualized_return = calculate_returns(tsla_data)

tsla_volatility = calculate_volatility(tsla_data)

# Print the results

print("NVDA Performance:")

print(f"Total Return: {nvda_total_return:.2%}")

print(f"Annualized Return: {nvda_annualized_return:.2%}")

print(f"Volatility: {nvda_volatility:.2%}")

print("\nTSLA Performance:")

print(f"Total Return: {tsla_total_return:.2%}")

print(f"Annualized Return: {tsla_annualized_return:.2%}")

print(f"Volatility: {tsla_volatility:.2%}")

```

Please execute the above code to calculate and display the performance metrics for NVDA and TSLA. Once you have the results, we can proceed to compare and conclude.

--------------------------------------------------------------------------------

Next speaker: consultant

consultant (to chat_manager):

The code will calculate the total return, annualized return, and volatility for both NVDA and TSLA over the last 10 years. Once you execute it, we can analyze the results to determine which stock might be a better investment for a conservative investor.

--------------------------------------------------------------------------------

Next speaker: coder

>>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...

coder (to chat_manager):

exitcode: 0 (execution succeeded)

Code output:

NVDA Performance:

Total Return: 26202.59%

Annualized Return: 74.58%

Volatility: 48.58%

TSLA Performance:

Total Return: 2910.60%

Annualized Return: 40.56%

Volatility: 57.07%

--------------------------------------------------------------------------------

Next speaker: critic

critic (to chat_manager):

### Step 3: Compare and Conclude

Based on the calculated performance metrics for NVDA and TSLA over the last 10 years:

- **NVDA Performance:**

- Total Return: 26,202.59%

- Annualized Return: 74.58%

- Volatility: 48.58%

- **TSLA Performance:**

- Total Return: 2,910.60%

- Annualized Return: 40.56%

- Volatility: 57.07%

### Analysis

1. **Total and Annualized Returns**: NVDA has significantly outperformed TSLA in terms of both total and annualized returns over the last 10 years. This suggests that NVDA has been a more lucrative investment in terms of growth.

2. **Volatility**: TSLA exhibits higher volatility compared to NVDA. For a conservative investor, lower volatility is generally preferred as it indicates less risk and more stable returns.

### Conclusion

For a conservative investor aiming to maximize long-term gains, NVDA appears to be the better investment choice based on historical performance. It offers higher returns with relatively lower volatility compared to TSLA.

### Identified Problems

1. **Data Limitation**: The analysis is based solely on historical stock performance, which may not predict future performance. (Severity: 5)

2. **Market Conditions**: The analysis does not account for current market conditions or future growth potential. (Severity: 6)

3. **Risk Tolerance**: The analysis assumes a conservative investor's risk tolerance without considering individual preferences. (Severity: 4)

None of the identified problems have a severity greater than 8. Therefore, the analysis is considered complete.

TERMINATE

--------------------------------------------------------------------------------

Next speaker: consultant

consultant (to chat_manager):

TERMINATE

--------------------------------------------------------------------------------

society_of_mind (to Human_admin):

To determine which stock, NVDA (NVIDIA Corporation) or TSLA (Tesla, Inc.), is a better investment for a conservative investor aiming to maximize long-term gains, we analyzed their performance over the last 10 years. Here are the key findings:

- **NVDA Performance:**

- Total Return: 26,202.59%

- Annualized Return: 74.58%

- Volatility: 48.58%

- **TSLA Performance:**

- Total Return: 2,910.60%

- Annualized Return: 40.56%

- Volatility: 57.07%

### Conclusion

Based on historical performance, NVDA has significantly outperformed TSLA in terms of both total and annualized returns, while also exhibiting lower volatility. For a conservative investor, NVDA appears to be the better investment choice, offering higher returns with relatively lower risk compared to TSLA. However, it's important to note that past performance is not indicative of future results, and investors should consider current market conditions and their individual risk tolerance before making investment decisions.

Здорово! Я всегда знал, что NVDA — менее спекулятивный выбор, но я не очень хорошо разбираюсь в отчетах. Мне хотелось бы, чтобы был построен график. Это возможно?

task = "Я хотел бы сравнить показатели NVDA и TSLA за последние 10 лет. Предложите метод для анализа и выполните его. Постройте результаты на графике и сохраните его в файл chart.png"
user_proxy.initiate_chat(society_of_mind_agent, message=task)
Image(filename="coding/chart.png")

Конечно может. Это довольно впечатляеет.

Отлично, так намного понятнее, но, как разумный инвестор, я недавно прочитал книгу, которая, неудивительно, называется «Разумный инвестор» (The Intelligent Investor) Бенджамина Грэма, и теперь это моя библия в инвестировании. Поэтому я хочу, чтобы моя система основывала все свои решения на рекомендациях Грэма. Можем мы это сделать?

Да, мы можем. Теперь нам нужно создать RAG-систему (Retrieve-Augmented Generation), чтобы сохранить нашу новую инвестиционную политику и другие документы в базе знаний. Мы будем использовать векторную базу данных Qdrant в качестве хранилища:

sentence_transformer_ef = SentenceTransformer("all-distilroberta-v1").encode
client = QdrantClient(":memory:")

ragproxyagent = RetrieveUserProxyAgent(
    name="ragproxyagent",
    human_input_mode="NEVER",
    max_consecutive_auto_reply=10,
    retrieve_config={
        "task": "code",
        "docs_path": [
            "https://youexec.com/book-summaries/the-intelligent-investor-by-benjamin-graham"
        ],
        "chunk_token_size": 2000,
        "model": config_list[0]["model"],
        "db_config": {"client": client},
        "vector_db": "qdrant",
        "get_or_create": True,
        "overwrite": True,
        "embedding_function": sentence_transformer_ef,
    },

    code_execution_config=False,
)

И вот ответ:

Ответ

Чтобы определить, какая акция — NVDA (NVIDIA) или TSLA (Tesla) — является лучшей инвестицией для разумного инвестора, как это определяет Бенджамин Грэм, необходимо проанализировать обе компании на основе его принципов стоимостного инвестирования. Это включает оценку их финансовой устойчивости, роста прибыли, дивидендной истории и показателей оценки, таких как коэффициенты цена/прибыль (P/E) и цена/балансовая стоимость (P/B).

Анализ:

Финансовая устойчивость:
- NVIDIA: Общий долг составляет около $11,06 млрд, а денежные средства и их эквиваленты — $7,28 млрд. Чистый долг — $2,43 млрд, что указывает на относительно стабильное финансовое положение с управляемым уровнем задолженности.
- Tesla: Общий долг составляет около $9,57 млрд, а денежные средства и их эквиваленты — $16,39 млрд. Tesla имеет более сильную денежную позицию относительно своего долга, что свидетельствует о хорошей финансовой устойчивости.
Стабильность и рост прибыли:
- Обе компании показали значительный рост прибыли в последние годы: NVIDIA выиграла от высокого спроса на GPU, а Tesla — от роста рынка электромобилей.
Дивидендная история:
- Ни NVIDIA, ни Tesla не известны значительными дивидендами, так как обе компании исторически реинвестируют прибыль в рост и расширение.
Оценочные метрики:
- Обе компании часто считаются акциями роста и могут иметь высокие оценочные коэффициенты, что может вызывать беспокойство у инвесторов, ориентированных на стоимость.
Запас прочности:
- Учитывая высокие ожидания роста, заложенные в обе акции, инвестору, ориентированному на стоимость, может быть трудно оправдать значительный запас прочности.

Вывод:

Согласно принципам Бенджамина Грэма, ни NVIDIA, ни Tesla не идеально соответствуют критериям стоимостного инвестирования из-за их высоких оценок как акций роста и отсутствия дивидендов. Однако более сильная денежная позиция Tesla относительно ее долга может сделать её немного более стабильным выбором с точки зрения финансового здоровья. Тем не менее обе акции, вероятно, не соответствуют консервативному подходу к инвестициям, рекомендованному Грэмом.

Отлично сказано.

Ну и наконец для Bitcoin:

task = "I would like to compare BITCOIN and DEGECOIN performance for the last 5 years. Suggest a method to do the analysis and perform it. Plot results to a chart and save it to a file chart.png"
user_proxy.initiate_chat(society_of_mind_agent, message=task)

Image(filename="coding/chart.png")

Autogen предоставляет гораздо больше функциональности, чем описано здесь. Это очень базовый пример, но он показывает, что с минимальным количеством кода можно сделать многое.

Дополнительно существует AutogenStudio, который можно разместить локально, и он позволяет выполнять все это через простой интерфейс с минимальным программированием.

Выводы

Агентные системы значительно функциональнее, чем просто ChatGPT или даже продвинутые RAG-системы. К сожалению, существуют некоторые проблемы. Работа агентов нестабильна, и иногда приходится несколько раз задавать один и тот же вопрос, чтобы получить приемлемый ответ. В случае с Autogen агенты иногда зацикливаются или начинают галлюцинировать. А Microsoft, как и всегда, предлагает красивый, но нестабильный фреймворк с багами, что затрудняет его использование в продакшн-системах. Однако он отлично подходит для создания быстрых прототипов.

Одно можно сказать наверняка: это будущее интеллектуальных систем принятия решений, так как многозадачная логика становится значительно более естественной и управляемой по сравнению с работой с ChatGPT или подобными приложениями.

Вот блокнот с кодом из статьи.

Всем добра!

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19 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.
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23.09.24 18:56 matthewshimself

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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.
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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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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

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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

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
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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