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Использование ChatGPT для автоматизации генерации кода в JS-проекте

В своих предыдущих статьях о разработке телеграм-ботов я делился опытом создания базового функционала и работы с командами через аргументы (раз, два). На этапе подготовки третьей статьи передо мной встал вопрос генерации однотипного кода для новых команд, что превратилось в рутинную задачу. Чтобы избежать этого и ускорить процесс, я решил задействовать ChatGPT. К моему удивлению, его помощь оказалась значительно весомее, чем я ожидал.

Если коротко, то использование ChatGPT для автоматизации генерации кода эффективно при работе с шаблонами. Генерация однотипных фрагментов на основе шаблонов ускоряет процесс разработки и снижает количество рутинных задач. Чем точнее структура и наименования в шаблонах, тем легче модели корректно выполнять замены,

Для тех же, кто хочет более детально ознакомиться с процессом взаимодействия человека и ChatGPT при создании JavaScript-проекта - добро пожаловать под кат.

Введение в контекст

Я разрабатываю телеграм-ботов на платформе Node.js с использованием библиотеки grammY и собственного инструментария TeqFW. Основная архитектура моего фреймворка основана на использовании контейнера объектов, который позволяет осуществлять позднее связывание зависимостей во время выполнения кода через конструкторы классов, что упрощает масштабируемость и поддержку приложений.

В моём npm-пакете flancer32/teq-telegram-bot реализован базовый функционал для работы с телеграм-ботами, такой как запуск и остановка бота, а также подключение зависимостей (grammY, teqfw/di и другие). В дополнение, есть GitHub-шаблон flancer32/repo-tmpl-tg-bot, который позволяет быстро создавать новые проекты, задавая базовую структуру каталогов и файлов Node.js-приложения.

Принципы современной разработки программного обеспечения предполагают декомпозицию программы на логические единицы (пакеты, модули, файлы, классы, объекты) и их последующую интеграцию на этапе компиляции или выполнения кода. В связи с этим важно учитывать три ключевых аспекта:

Формализацию структуры каталогов и файлов для упрощённого управления кодовой базой.
Правила наименования, облегчающие навигацию по проекту.
Шаблонизацию однотипных фрагментов кода.

Что же касается использования ChatGPT, то я работаю с платной версией, которая предоставляет мне расширенные возможности для более точной генерации кода и упрощает взаимодействие в рамках задач по автоматизации.

Постановка задачи

В своей третьей статье (пока ещё в работе) я решил рассмотреть работу с диалогами с использованием библиотеки grammy/conversations. Для того чтобы сделать демо-проект более интересным и приближенным к реальным задачам, я выбрал сценарий записи клиента на услугу (например, маникюр, стрижка или замена шин). Проект было бы можно постепенно усложнять, добавляя такие аспекты, как работа с сессиями, уведомлениями и другие элементы разработки ботов, что могло бы стать темой для последующих статей.

В общем, вот:

постановка задачи на естественном языке

Формализуй техническое задание и оцени время разработки телеграм-бота в виде nodejs-приложения с использованием библиотеки grammY. Вот описание на естественном языке.
По команде /start пользователь выбирает одну из ролей - Клиент или Вендор (поставщик коммерческих услуг). Если пользователь уже зарегистрирован, то он может сменить текущую роль на другую.
Если пользователь Вендор, то он может пользоваться такими командами для манипуляции сервисами, как /service_create, /service_read, /service_update, /service_delete, /service_list.
Если пользователь Клиент, то он может пользоваться такими командами, как /service_list, /service_read, /visit_service (регистрация визита на сервис), /visit_list (просмотр своих визитов), /visit_delete (отказ от посещения услуги)
Дополнительно Вендор имеет доступ к командам, обрабатывающим визиты: /visit_list (просмотр всех визитов на все свои сервисы), /visit_queue (просмотр заявок Клиентов на посещение сервисов), /visit_approve (подтверждение визита Клиента), /visit_decline (отклонение визита Клиента).
Для облегчения функционала принимаем, что все сервисы работают с 10:00 и до 18:00 во все рабочие дни недели (с понедельника по пятницу).
Сохрани текст в виде markdown, используя тройные апострофы для всех блоков кода, в виде, доступном для скачивания на локальный диск.

ответ ChatGPT в формате markdown


# Техническое задание на разработку телеграм-бота

## Описание

Бот позволяет пользователям выбирать одну из ролей: **Клиент** или **Вендор** (поставщик коммерческих услуг). Функционал бота зависит от выбранной роли.

### Основные команды

#### Общие команды:

- `/start` — выбор роли: **Клиент** или **Вендор**. 
  Если пользователь уже зарегистрирован, он может сменить текущую роль на другую.

#### Команды для Вендора:

- `/service_create` — создание нового сервиса.
- `/service_read` — просмотр информации о конкретном сервисе.
- `/service_update` — обновление информации о сервисе.
- `/service_delete` — удаление сервиса.
- `/service_list` — просмотр списка всех своих сервисов.
- `/visit_list` — просмотр всех визитов на все свои сервисы.
- `/visit_queue` — просмотр заявок Клиентов на посещение сервисов.
- `/visit_approve` — подтверждение визита Клиента.
- `/visit_decline` — отклонение визита Клиента.

#### Команды для Клиента:

- `/service_list` — просмотр списка всех сервисов.
- `/service_read` — просмотр информации о конкретном сервисе.
- `/visit_service` — регистрация визита на сервис.
- `/visit_list` — просмотр своих визитов.
- `/visit_delete` — отказ от посещения услуги.

### Дополнительные требования

- Время работы всех сервисов: с 10:00 до 18:00 с понедельника по пятницу.
- Доступ к информации и действиям зависит от выбранной роли.

## Оценка времени разработки

1. **Настройка проекта и базовая архитектура** — 4 часа.
2. **Регистрация и смена роли пользователя** — 6 часов.
3. **Реализация команд для Вендора** — 12 часов.
4. **Реализация команд для Клиента** — 10 часов.
5. **Обработка визитов для Вендоров (подтверждение, отклонение)** — 8 часов.
6. **Тестирование и отладка** — 6 часов.
7. **Документация** — 4 часа.

**Итого**: ~50 часов.

Генерация кода

Для этой статьи я из шаблона flancer32/repo-tmpl-tg-bot создал отдельный репозиторий - flancer64/tg-demo-ai-generate, который используется для чистой генерации кода и разработки примеров, о которых идёт речь в статье. Шаблонное пространство имён Ns_App я заменил на CodeGen (операция Replace in Files в IDE).

Кодификатор команд

Если коротко, то в ТЗ получилось 11 дополнительных команд. В моём шаблонном репозитории есть кодификатор команд с тремя стандартными командами:

const CodeGen_Back_Enum_Bot_Command = {
    HELP: 'help',
    SETTINGS: 'settings',
    START: 'start',
};

Мне было лень копипастить имена команд из ТЗ, а так как LLM отлично манипулируют текстом, то я дал этот фрагмент кода и просто попросил ChatGPT добавить получившиеся команды код:

Вот шаблон кода с кодификатором команд бота:

const CodeGen_Back_Enum_Bot_Command = {
    HELP: 'help',
    SETTINGS: 'settings',
    START: 'start',
};

Добавь в этот кодификатор все новые команды бота из получившегося ТЗ. Клиент и Вендор могут использовать одни и те же команды. Результат выведи прямо в чат.

ChatGPT предложил мне скачать вот такой фрагмент:

const CodeGen_Back_Enum_Bot_Command = {
    HELP: 'help',
    SETTINGS: 'settings',
    START: 'start',
    SERVICE_CREATE: 'service_create',
    SERVICE_READ: 'service_read',
    SERVICE_UPDATE: 'service_update',
    SERVICE_DELETE: 'service_delete',
    SERVICE_LIST: 'service_list',
    VISIT_LIST: 'visit_list',
    VISIT_QUEUE: 'visit_queue',
    VISIT_APPROVE: 'visit_approve',
    VISIT_DECLINE: 'visit_decline',
    VISIT_SERVICE: 'visit_service',
    VISIT_DELETE: 'visit_delete',
};

Мне оставалось только закопипастить его по месту. Один раз вместо десятка, как если бы я делал это построчно из ТЗ.

Обработчики команд

Если ChatGPT может генерировать файл на основании шаблона, то может быть он может генерировать и множество однотипных файлов?

В качестве обработчика команды /start у меня фигурирует вот такой код, который находится в файле ./src/Back/Bot/Cmd/Start.js. :

/**
 * The handler for the 'start' command.
 */
export default class CodeGen_Back_Bot_Cmd_Start {
    constructor() {
        return (ctx) => {
            ctx.reply('Welcome! You can start using the bot.');
        };
    }
}

Вот промпт, который просит ChatGPT создать набор файлов, согласно шаблона:

Вот шаблон для реализации отдельной команды:

/**
 * The handler for the 'start' command.
 */
export default class CodeGen_Back_Bot_Cmd_Start {
    constructor() {
        return (ctx) => {
            ctx.reply('Welcome! You can start using the bot.');
        };
    }
}

Этот код находится в файле ./src/Back/Bot/Cmd/Start.js
Сделай мне аналогичные файлы с JS-кодом для всех новых команд. Пространство имён (${NS}) для всех классов - CodeGen_Back_Bot_Cmd. Оно соответствует каталогу ./src/Back/Bot/Cmd/. Класс для команды /service_create должен называться ${NS}_Service_Create и должен находиться по адресу ./src/Back/Bot/Cmd/Service/Create.js
Все файлы сверни в один архив, доступный для загрузки на локальный диск.

В результате ChatGPT создаёт архив с исходниками, где в нужных файлах расположены нужные классы, а в коде стоят нужные комментарии и сообщения:

Архив с исходниками

Это содержимое отдельного файла:


/**
 * The handler for the 'service_create' command.
 */
export default class CodeGen_Back_Bot_Cmd_Service_Create {
    constructor() {
        return (ctx) => {
            ctx.reply('Executing service_create command...');
        };
    }
}

Остаётся только распаковать этот архив в свой проект и поставить файлы под контроль версий (git).

Добавление команд в help

Промпт для ChatGPT:

Вот шаблон для обработчика команды /help:

export default class CodeGen_Back_Bot_Cmd_Help {
    /**
     * @param {typeof CodeGen_Back_Enum_Bot_Command} CMD
     */
    constructor(
        {
            CodeGen_Back_Enum_Bot_Command$: CMD,
        }
    ) {
        return async (ctx) => {
            // https://core.telegram.org/bots/api#sendmessage
            await ctx.reply(
                `This is a test bot for demo.
                
Available commands are:

/${CMD.HELP} - display this text. 
/${CMD.SETTINGS} - configure this bot. 
/${CMD.START} - start the bot.`,
                {parse_mode: 'HTML',}
            );
        };
    }
}

Добавь в обработчик все новые команды бота из получившегося ТЗ. Пояснения к командам должны быть на английском языке. Результат выведи прямо в чат.

Вот результат:

export default class CodeGen_Back_Bot_Cmd_Help {
    /**
     * @param {typeof CodeGen_Back_Enum_Bot_Command} CMD
     */
    constructor(
        {
            CodeGen_Back_Enum_Bot_Command$: CMD,
        }
    ) {
        return async (ctx) => {
            // https://core.telegram.org/bots/api#sendmessage
            await ctx.reply(
                `This is a test bot for demo.
                
Available commands are:

/${CMD.HELP} - display this text. 
/${CMD.SETTINGS} - configure this bot. 
/${CMD.START} - start the bot. 
/${CMD.SERVICE_CREATE} - create a new service (Vendor only). 
/${CMD.SERVICE_READ} - view details of a service. 
/${CMD.SERVICE_UPDATE} - update an existing service (Vendor only). 
/${CMD.SERVICE_DELETE} - delete a service (Vendor only). 
/${CMD.SERVICE_LIST} - list all available services. 
/${CMD.VISIT_SERVICE} - register for a service (Client only). 
/${CMD.VISIT_LIST} - view your visit history (Client only). 
/${CMD.VISIT_QUEUE} - view visit requests (Vendor only). 
/${CMD.VISIT_APPROVE} - approve a client's visit (Vendor only). 
/${CMD.VISIT_DECLINE} - decline a client's visit (Vendor only). 
/${CMD.VISIT_DELETE} - cancel your visit (Client only).`,
                {parse_mode: 'HTML',}
            );
        };
    }
}

Модификация в нескольких точках

Класс CodeGen_Back_Bot_Setup имплементирует интерфейс Telegram_Bot_Back_Api_Setup из базового пакета flancer32/teq-telegram-bot и позволяет встраивать код нашего бота в код базового пакета (запускающий приожение в CLI и в виде web-сервера). В этот раз ChatGPT должен внедрить код для новых команд в трёх местах:

в конструкторе в виде зависимости
в методе commands, который добавляет команды в меню
в методе handlers, который добавляет обработчики событий

Вот промпт для ChatGPT:

Вот код для подключения команд к боту:

export default class CodeGen_Back_Bot_Setup {
    /**
     * @param {TeqFw_Core_Shared_Api_Logger} logger -  instance
     * @param {CodeGen_Back_Bot_Cmd_Help} cmdHelp
     * @param {CodeGen_Back_Bot_Cmd_Settings} cmdSettings
     * @param {CodeGen_Back_Bot_Cmd_Start} cmdStart
     * @param {CodeGen_Back_Bot_Filter_Message} filterMessage
     * @param {typeof CodeGen_Back_Enum_Bot_Command} CMD
     */
    constructor(
        {
            TeqFw_Core_Shared_Api_Logger$$: logger,
            CodeGen_Back_Bot_Cmd_Help$: cmdHelp,
            CodeGen_Back_Bot_Cmd_Settings$: cmdSettings,
            CodeGen_Back_Bot_Cmd_Start$: cmdStart,
            CodeGen_Back_Bot_Filter_Message$: filterMessage,
            CodeGen_Back_Enum_Bot_Command$: CMD,
        }
    ) {
        // INSTANCE METHODS
        this.commands = async function (bot) {
            bot.api.setMyCommands([
                {command: CMD.HELP, description: 'Get help.'},
                {command: CMD.SETTINGS, description: 'Configure bot settings.'},
                {command: CMD.START, description: 'Start using the bot.'},
            ]);
            logger.info(`A total of ${Object.keys(CMD).length} commands have been set for the bot.`);
            return bot;
        };

        this.handlers = function (bot) {
            bot.command(CMD.HELP, cmdHelp);
            bot.command(CMD.SETTINGS, cmdSettings);
            bot.command(CMD.START, cmdStart);
            bot.on('message', filterMessage);
            return bot;
        };
    }
}

Добавь в этот код все новые команды бота из получившегося ТЗ. Пояснения к командам должны быть на английском языке. Результат выведи прямо в чат.

Результат в спойлере

export default class CodeGen_Back_Bot_Setup {
    /**
     * @param {TeqFw_Core_Shared_Api_Logger} logger -  instance
     * @param {CodeGen_Back_Bot_Cmd_Help} cmdHelp
     * @param {CodeGen_Back_Bot_Cmd_Settings} cmdSettings
     * @param {CodeGen_Back_Bot_Cmd_Start} cmdStart
     * @param {CodeGen_Back_Bot_Cmd_Service_Create} cmdServiceCreate
     * @param {CodeGen_Back_Bot_Cmd_Service_Read} cmdServiceRead
     * @param {CodeGen_Back_Bot_Cmd_Service_Update} cmdServiceUpdate
     * @param {CodeGen_Back_Bot_Cmd_Service_Delete} cmdServiceDelete
     * @param {CodeGen_Back_Bot_Cmd_Service_List} cmdServiceList
     * @param {CodeGen_Back_Bot_Cmd_Visit_Service} cmdVisitService
     * @param {CodeGen_Back_Bot_Cmd_Visit_List} cmdVisitList
     * @param {CodeGen_Back_Bot_Cmd_Visit_Queue} cmdVisitQueue
     * @param {CodeGen_Back_Bot_Cmd_Visit_Approve} cmdVisitApprove
     * @param {CodeGen_Back_Bot_Cmd_Visit_Decline} cmdVisitDecline
     * @param {CodeGen_Back_Bot_Cmd_Visit_Delete} cmdVisitDelete
     * @param {CodeGen_Back_Bot_Filter_Message} filterMessage
     * @param {typeof CodeGen_Back_Enum_Bot_Command} CMD
     */
    constructor(
        {
            TeqFw_Core_Shared_Api_Logger$$: logger,
            CodeGen_Back_Bot_Cmd_Help$: cmdHelp,
            CodeGen_Back_Bot_Cmd_Settings$: cmdSettings,
            CodeGen_Back_Bot_Cmd_Start$: cmdStart,
            CodeGen_Back_Bot_Cmd_Service_Create$: cmdServiceCreate,
            CodeGen_Back_Bot_Cmd_Service_Read$: cmdServiceRead,
            CodeGen_Back_Bot_Cmd_Service_Update$: cmdServiceUpdate,
            CodeGen_Back_Bot_Cmd_Service_Delete$: cmdServiceDelete,
            CodeGen_Back_Bot_Cmd_Service_List$: cmdServiceList,
            CodeGen_Back_Bot_Cmd_Visit_Service$: cmdVisitService,
            CodeGen_Back_Bot_Cmd_Visit_List$: cmdVisitList,
            CodeGen_Back_Bot_Cmd_Visit_Queue$: cmdVisitQueue,
            CodeGen_Back_Bot_Cmd_Visit_Approve$: cmdVisitApprove,
            CodeGen_Back_Bot_Cmd_Visit_Decline$: cmdVisitDecline,
            CodeGen_Back_Bot_Cmd_Visit_Delete$: cmdVisitDelete,
            CodeGen_Back_Bot_Filter_Message$: filterMessage,
            CodeGen_Back_Enum_Bot_Command$: CMD,
        }
    ) {
        // INSTANCE METHODS
        this.commands = async function (bot) {
            bot.api.setMyCommands([
                {command: CMD.HELP, description: 'Get help.'},
                {command: CMD.SETTINGS, description: 'Configure bot settings.'},
                {command: CMD.START, description: 'Start using the bot.'},
                {command: CMD.SERVICE_CREATE, description: 'Create a new service (Vendor only).'},
                {command: CMD.SERVICE_READ, description: 'View details of a service.'},
                {command: CMD.SERVICE_UPDATE, description: 'Update an existing service (Vendor only).'},
                {command: CMD.SERVICE_DELETE, description: 'Delete a service (Vendor only).'},
                {command: CMD.SERVICE_LIST, description: 'List all available services.'},
                {command: CMD.VISIT_SERVICE, description: 'Register for a service (Client only).'},
                {command: CMD.VISIT_LIST, description: 'View your visit history (Client only).'},
                {command: CMD.VISIT_QUEUE, description: 'View visit requests (Vendor only).'},
                {command: CMD.VISIT_APPROVE, description: 'Approve a client\'s visit (Vendor only).'},
                {command: CMD.VISIT_DECLINE, description: 'Decline a client\'s visit (Vendor only).'},
                {command: CMD.VISIT_DELETE, description: 'Cancel your visit (Client only).'}
            ]);
            logger.info(`A total of ${Object.keys(CMD).length} commands have been set for the bot.`);
            return bot;
        };

        this.handlers = function (bot) {
            bot.command(CMD.HELP, cmdHelp);
            bot.command(CMD.SETTINGS, cmdSettings);
            bot.command(CMD.START, cmdStart);
            bot.command(CMD.SERVICE_CREATE, cmdServiceCreate);
            bot.command(CMD.SERVICE_READ, cmdServiceRead);
            bot.command(CMD.SERVICE_UPDATE, cmdServiceUpdate);
            bot.command(CMD.SERVICE_DELETE, cmdServiceDelete);
            bot.command(CMD.SERVICE_LIST, cmdServiceList);
            bot.command(CMD.VISIT_SERVICE, cmdVisitService);
            bot.command(CMD.VISIT_LIST, cmdVisitList);
            bot.command(CMD.VISIT_QUEUE, cmdVisitQueue);
            bot.command(CMD.VISIT_APPROVE, cmdVisitApprove);
            bot.command(CMD.VISIT_DECLINE, cmdVisitDecline);
            bot.command(CMD.VISIT_DELETE, cmdVisitDelete);
            bot.on('message', filterMessage);
            return bot;
        };
    }
}

Заключение

В результате сотрудничества с ChatGPT на основе шаблонного кода был создан каркас бота с 14 командами (3 основных и 11 дополнительных).

В статье я не стал подробно описывать проблемы, с которыми столкнулся при генерации (например, некорректный регистр имён классов, неверный префикс, удвоение экранирующих символов при записи кода в файл и т.п.). Некоторые из этих проблем решались с помощью "Replace in Files", а другие — изменением промпта.

Тем не менее, ChatGPT справляется с генерацией довольно неплохо, если работать в режиме "делай, как я" — когда есть готовый пример для подражания и требуется выполнить замены по заданному шаблону.

Важно помнить, что ChatGPT — это инструмент, а не мыслящий помощник. Конечно, можно ожидать от него "творческих решений" или "полёта мысли", но это скорее приведёт к разочарованию в его возможностях. Если же воспринимать его как мощный инструмент наподобие "большого регулярного выражения" с инструкциями на естественном языке, то результаты могут приятно удивить. Поскольку LLM работает с текстом, то чем больше в коде текстовых подсказок (например, правильное наименование и комментарии), тем легче модели ориентироваться и соответствовать вашим ожиданиям.

flancer64/tg-demo-ai-generate - получившийся проект
чат с генерацией кода

Спасибо за прочтение и удачного вам взаимодействия с LLM!

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15 окт. 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

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
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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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
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

I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
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

The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip
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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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

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
21.11.24 04:14 ronaldandre617

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
22.11.24 15:26 cliftonhandyman

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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