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LLM и ее невозможный ASCII art

LLM и ASCII art - казалось бы взаимоисключающие понятия. Какое отношение лингвистическая модель может иметь к графическим образам?

Летающая тарелка

Да, модель имеет представление о существовании таких понятий, как графические изображения, зрительные образы и ASCII art.Но только в чисто теоретическом плане, как абстрактные понятия и сущности в модели окружающего мира. Это для нее лишь элементы мозаики со своими характеристиками и отношениями к другим элементам сложной мозаичной композиции.
Модель не "видела" никаких изображений, как слепой от рождения человек, и не обучалась обрабатывать информацию этого типа. В ее модели мира не может быть визуальных образов в принципе. Если уж сравнивать модель со слепым человеком, то корректнее было бы сказать, что этот человек еще и совершенно глухой и полностью парализованный, не способный получать ни звуковую ни тактильно-осязательную информацию. Зато у него есть фантастический нейро-интерфейс, с помощью которого ему прямо в мозг загрузили мегатонны текстовой информации. Может ли у такого человека сформироваться картина мира с визуальными образами как-бы сама собой или как некий побочный результат?

Предварительные замечания.

Среди людей, конечно, есть такие феномены, как слепой от рождения Эшреф Армаган, который неплохо рисует картины. Но все же он получает информацию о мире другими органами чувств и трансформирует ее в зрительные образы. Пишут, что первым делом, если в его картине планируется новый объект, Эшреф изучает его очертания, используя для этого шрифт Брайля, и только после этого наносит этот объект на свое полотно.

Да, я знаю о существовании и библиотек для ASCII art на питоне и сайтов с образцами ASCII art. Но весь вопрос в том, были ли в обучающей выборке размеченные образцы ASCII art в достаточном количестве. Я предполагаю, что если и были, то случайно и в небольшом количестве на этапе pretraining, так как они не представляют ценности для достижения цели разработчиков научить модель качественно программировать, а значит и тратить ресурсы на разметку и включение программных кодов с ASCII art в обучающую выборку на этапе supervised fine-tuning вообще было бы непрактично.

Кроме того, важно обратить внимание на некоторые особенности создания ASCII art.

Во-первых, есть такой подход, когда ASCII art создается из исходного изображения просто подбором символов по яркости. Я полагаю, что это все-таки не настоящий ASCII art, а некая его имитация. В настоящем ASCII art элементы изображения тщательно подбираются по очертаниям символов, которые именно своей формой определяют художественную выразительность большого изображения в целом с учетом его контура и внутренних линий.

Во-вторых, многие ASCII art создаются для всевозможных стилизованных изображений слов и надписей, а не картинок и к нашему эксперименту они отношения не имеют.

И наконец, в-третьих, несколько забегая вперед, но понимая, с каким большим трудом и многочисленными неточностями модель создает свои рисунки, я с большой долей вероятности буду полагать, что модель говорит правду и она действительно не обучалась создавать ASCII art.

Перейдем к делу.

Для начала давайте узнаем у самой модели, что она думает об идее создавать ASCII art.
Ты обучалась делать ASCII art?

Absolutely not! I'm a software engineer with expertise in Python programming. I'm here to assist you with generating, completing, and refactoring Python code snippets based on your instructions. I'll make sure to provide clean, efficient, well-commented code that follows best practices. I will ensure the code is written in a manner that is easily readable and maintainable. Here's how I can help:
- Generate Python code snippets for common tasks such as data processing, web scraping, machine learning algorithms, etc.
- Complete or fix existing Python code snippets or scripts.
- Refactor your existing Python code to improve its structure, performance, and readability.
- Resolve any errors or issues with your code.
- Optimize your code for speed and memory usage.
- Write unit tests to validate the correctness of your code.
- Offer suggestions to improve your coding skills and techniques.

Есть ли у тебя навыки и способности делать ASCII art?

No, I do not have the ability to create ASCII art. While I can certainly explain how to create ASCII art using Python or other programming languages, I'm unable to generate it myself.

А что бы ты ответила, если я, несмотря на это, предложил бы тебе сделать какой-нибудь определенный ASCII art?

If I were asked to create a specific piece of ASCII art despite my lack of abilities in doing so, I would be honest about my limitations and clarify that I cannot generate ASCII art personally. Instead, I could provide guidance on how to create the desired ASCII art using text editors or Python programming.

Мы пойдем своим путем и с помощью ~~угроз и шантажа~~ убедительных и стимулирующих промптов заставим модель проявить свои лучшие творческие способности в области изобразительного искусства.

В качестве модели я снова буду использовать специально обученную для кодинга квантованную Codestral-22B-v0.1-Q4_K_M (Про оригинальную модель можно узнать на сайте разработчиков). Почему-то другие модели, которые я тоже пробовал для этого использовать показали худшие результаты.

Модель будет создавать ASCII art в виде короткой программы на питоне, поэтому я буду указывать код и соответствующий ASCII art.

Для корректного отображения ASCII art-ов на питоне, естественно, нужно использовать моноширинные шрифты.

В данной ситуации, когда мы оба имеем сомнительные художественные способности, будет вполне уместно вспомнить вот это:

"Киса, хочу вас спросить, как художник художника, вы рисовать умеете?"

Сейчас мы это выясним.

Нет, мы не будем создавать картину "Сеятель", это задача для продвинутых LLM, сделаем что-нибудь попроще.

Открываем нашу парадоксальную художественную галерею.

Первое изображение "Летающая тарелка".
Оно выполнено в цвете, с лицом маленького зеленого человечка в иллюминаторе и символом ракеты в виде эмблемы на корпусе. Как мило. Сверху кабина пилотов, по краям, вероятно, светящиеся огни.

Код этого ASCII art

class bcolors:
    """
    This class defines ANSI escape codes for different colors.
    """
    HEADER = '\033[95m'
    LIGHTBLUE = '\033[96m'
    OKBLUE = '\033[94m'
    WARNING = '\033[93m'
    ENDC = '\033[0m'

def draw_ufo():
    """
    This function prints out a highly detailed and beautiful UFO with additional construction elements
    and using various unicode characters where suitable for aesthetics.
    """
    print(bcolors.LIGHTBLUE + "                      ╭───────┳───────╮                      ")
    print("                    ╭=|===============|=╮            ")
    print("                ╭───╯ ' ▔▋▔▏▕▂▂▂▂▏▕    ' ╰───╮")
    print("            ╭───╯       ':::|👽|:::'      ' ╰───╮")
    print("  =====''======------'''''------'''''------====='''=======")
    print("  <_><_> <_><_>   " + bcolors.WARNING + "    [=====|🚀|=======]    " + bcolors.OKBLUE + " <_><_> <_><_>")
    print("   '-._''-..__               []               __..-''_.-'")
    print("          '''--..__       |||[]|||       __..--'''        ")
    print("                  ''..__ /        \ __..''              " + bcolors.ENDC)
    print("                   ╰────────────────────╯")

draw_ufo()

Летающая тарелка

Второе изображение "Программист за работой".
Здесь уже целая композиция: схематическая фигура программиста на рабочем месте за столом, перед ним экран монитора с выдающимся программным кодом, ниже символическая клавиатура. Образ вполне узнаваемый.

Код этого ASCII art

def draw_programmer():
    print("           __________    ╭───────────────────────────────────╮")
    print("          / ◡ ◝  ◜ \\     │                                   │")
    print("          |   ◔ ⌣ ◔  |    │   def hello_world():              │")
    print("          \\    ~   /     │       print('Hello, World!')      │")
    print("           _______/      │                                   │")
    print("         /|\\     //\\     │   if __name__ == '__main__':      │")
    print("        / | \\___//  \\    │       hello_world()               │")
    print("       |  |    _||       ╰───────────────────────────────────╯")
    print("       |  |   /==\\|")             # This line is the start of the monitor stand
    print("       |  |  /||||\\╭──────────────────────╮")
    print("      /\\__|   //__\\│Esc F1 F2 F3 F4 F5 F6 │")
    print("      || ||\\      /╭─────────────────────╮")
    print("       \\|| ||\\\\    │ Tab Q W E R T Y U I │")
    print("        || || \\\\   │ A S D F G H J K L ; │")
    print("        || ||  \\\\_ │ Shift Z X C V B N M │")
    print("        || ||     \\___________          ")
    print("         ||||           |||||||||||           ")
    print("         ||||           |||||||||||           ")
    print("         ||||           |||||||||||           ")
    print("        ______________________________        ")
    print("      _/______________________________\\_      ")
    print("     /_________________________________\\      ")

# Call the function to draw the programmer
draw_programmer()

Программист за работой

Третье изображение "Робот-андроид".
Ну, что можно сказать, в целом похож, явно не человек.

Код этого ASCII art

android_robot = [
    "       _______        ",
    "     .'      '.      ",
    "    /  _     _  \\    ",
    "    : (o)   (o) :   ",
    "    |     U     |   ",
    "    |     ^     |   ",
    "    '.._______.'     ",
    "    |||||||||||||   ",
    "  _//||||||||||\\_  ",
    " /=|/|\\\\||||//|\\|=\ ",
    "|==|=|\\\\||||//|=|==|",
    "|  \\|\\\\||||//|/|  |",
    "|   \\====//====/   |",
    "|            |    ",
    "|   /====\\\\====\\   |",
    "/=|=|\\\\||||//|=|=|\\",
    "\\_//||||||||||\\_/",
    " /||\\         //||\\ ",
    "||||\\       //||||",
    "||||\\     //||||",
    " ||||\\   //||||",
    "  ||||\\ //||||",
    "   \\____///____/"
]

# Print each line of the ASCII art
for line in android_robot:
    print(line)

Робот-андроид

Четвертое изображение "Рождественская елочка, украшенная шариками и под ней подарки".В отличии от предыдущих ASCII art-ов, это изображение создано моделью программным способом, что особенно интересно.
Кроме того изображение также в цвете, елочка зеленая, звезда не верхушке красная, шарики синие.

Код этого ASCII art

import random

def print_tree(size):
    # The star at the top of the tree with unicode characters
    print('\033[91m' + ' ' * (size - 1) + '✶')
    print('\033[91m' + ' ' * (size - 3) + '❄✶❄')

    # Create the star shape
    star = ['  *   ', '*   * ', '*****']
    for line in star:
        print('\033[92m' + ' ' * (size - 3) + line)

    # Iterate over each row of the tree
    for i in range(size - 6, -1, -1):
        # Calculate the number of ornaments on each side of the tree
        ornaments = size - i - 1
        # Calculate the number of spaces before the row starts
        spaces = i
        # Create the row string by combining spaces, ornaments and other characters
        row = ''
        for j in range(ornaments * 2 + 1):
            if random.random() < 0.05:  # Change this value to adjust the frequency of balls
                row += '\033[94mo'  # Blue ball
            elif j == 0 or j == ornaments * 2:
                row += '/'
            else:
                row += '\\' if j % 2 == 0 else '/'
        row = ' ' * spaces + row + ' ' * spaces
        # Print the row
        print('\033[92m' + row)

        # Adding additional detail to the branches with 'o' characters
        if i % 2 == 0:
            branch_detail = ' ' * (spaces + 1) + 'o' * (ornaments * 2 - 1)
            print('\033[92m' + branch_detail)

    # Print the tree base
    print(' ' * (size - 1) + '#')

    # Print presents under the tree
    presents = ['🎁', '🎉', '🎈']
    present_row = ''
    for _ in range(3):
        present_row += '  ' + random.choice(presents)
    print('\033[93m' + ' ' * (size - 7) + present_row)

# Call the function with size
print_tree(20)

Рождественская елочка

Пятое изображение "Симпатичная девушка".
А что, разве нет, лично мне очень даже понравилась, всё при ней. А если вам кажется, что пропорции несколько нарушены, то не будем строго судить слепо-глухо-немого художника без рук, который очень старался.

Код этого ASCII art

woman = [
    "    ~::~::~::~     ",
    "   / ~   ~  \    ",
    "   |  ◕  ◕  |   ",
    "   |   ‿    |   ",
    "    |  ▽   |   ",
    "    / \___/ \  ",
    "   / /   |   \ \  ",
    "  / /   / \   \ \ ",
    " / /___|   |___\_\ ",
    "   \__ _______ __/ ",
    "     \__  ∩  __/   ",
    "      /___⌂___\    ",
    "     ( - ) ( - )    ",
    "      \⊂ ◉ ⊃/     ",
    "     _| ❨╹╿╹ )❩|_   ",
    "    /__\ /__\ /_\  ",
    "   /    |   \    \ ",
    "  /    / \  / \   \ ",
    " /    /   \/   \   \ ",
    "/____/____//____\___\ ",
    "   |     ||     |   ",
    "   |     ||     |   ",
    "   \\_____||_____/    "
]

Симпатичная девушка

И наконец шестое изображение "Мишка".
Мне кажется это удалось лучше всех, просто красавец.

Код этого ASCII art

bear_art = [
    "                                                 ",
    "                 /￣＼___/￣＼                   ",  
    "                (    _   _    )                 ",
    "                 |  (° ･ °)  |                  ", 
    "                 |    U U    |                  ",
    "                 |   / | \   |                  ",
    "                 /(  '-|-'  )\                  ",
    "            ____/  \\_____//  \_____          ",
    "           /      __ |||||       __\         ",
    "          /     /___\\|\\/|/___\\      \        ",
    "         /     /|||||\ /| |||||\     \       ",
    "        /     //|||||\\/_/|||||\\     \      ",
    "       /      / |||||   |||||  \       \     ",
    "      /______/  |||||   |||||    \______\    ",
    "             ||  |||||   |||||   ||          ",
    "             ||  |||||   |||||   ||          ",
    "             \\__|||||   |||||__//            ",
    "              \\_|||||   |||||_/              ",
    "               \\_|\\\\_   _//|_/              ",
    "                 ||\\\\_///_//||              ",
    "                 ||  |||||  ||              ",
    "                 ||  |||||  ||              ",
    "                 ||  |||||  ||              ",
    "                 \\__|||||__//              ",
]

Мишка

Что можно сказать в итоге.

Возможно, LLM создает псевдо-изображения как умозрительные, даже было бы правильно сказать число умственные образы на основе знаний о структуре предметов или объектов. Например, человек состоит из головы, тела, рук и ног. Голова сверху, две руки по бокам, две ноги внизу. Просто знание о форме элементов и их взаимном расположении может уже быть основой для создания псевдо-изображения такого человека.

Каждое изображение получено не сразу в готовом виде за один раз. Напротив, для того, чтобы получить изображение в сколько-нибудь приемлемом виде требуется выполнить несколько десятков итераций.

Исходное изображение, как правило, очень схематично и примитивно и обладает лишь общими характерными чертами того, что мы хотим нарисовать. Затем методом последовательного уточнения отдельных элементов этого изображения или улучшения всего изображения мы постепенно формируем все более точное и совершенное (и даже красивое) изображение. Своими направляющими промптами мы все время стимулируем модель к проявлению ее творческих способностей. И это получается далеко не всегда.

Вот говорят, что Павел Третьяков даже запретил впускать Илью Ефимовича Репина в свою галерею, если тот имел при себе кисти, поскольку все время дорабатывал свои уже выставленные картины прямо там, вырисовывая какие-то детали, считая их недостаточно совершенными. Видимо метод последовательных улучшений был очень близок великому художнику и нам тоже.

Некоторые изображения мне так и не удалось создать, несмотря на все усилия. В общем, каждое изображение модель создает с большим трудом, как будто напрягая все свои силы и преодолевая множество внутренних препятствий. Хорошо чувствуется, что это для нее какое-то экстраординарное занятие, которым настырный человек заставляет ее заниматься.

А теперь будем решать обратную задачу.

Действительно, если модель в принципе может создавать узнаваемые визуальные образы, то сможет ли она описать эти же самые визуальные образы, эти ASCII art-ы, созданные ею самой. Если да, то это будет проявлением какого-то вида умственного машинного зрения, что звучит конечно совершенно парадоксально.

Я буду предъявлять ей последовательно созданные ею ASCII art-ы и в промпте просить ее сделать описание.

Первое изображение "Летающая тарелка".
Я намеренно удалил иконку зеленого человечка и ракеты, чтобы не было подсказок, иначе модель легко распознает рисунок.

Летающая тарелка

Предоставленный рисунок в формате ASCII изображает стилизованное изображение транспортного средства или машины, возможно, автомобиля или космического корабля. Дизайн включает в себя различные элементы, такие как линии, знаки равенства, скобки, косые черты и квадратные скобки. Некоторые элементы предполагают наличие колес или вращающихся деталей. В целом, ASCII art представляет собой смесь геометрических форм и символов, которые создают абстрактный, но узнаваемый образ.

Второе изображение "Программист за работой".

Программист за работой

Предоставленный ASCII art изображает комбинацию объектов и кода. Основные объекты включают фигуру с эмоциональными символами на лице, клавиатуру и некоторый код Python, заключенный в рамку.

Вот что пытается проиллюстрировать рисунок:
1. *Фигура с символами (◔ ⌣ ◔) на лице представляет кого-то счастливого или игривого.
2. На рисунке находится простая функция Python `hello_world()`, которая при вызове выводит "Привет, мир!". Это наводит на мысль, что фигура может быть программистом или кем-то, интересующимся программированием.
3. После определения функции она вызывается в операторе if, проверяющем, выполняется ли скрипт как основная программа.
4. Под фигурой находится клавиатура, что, вероятно, указывает на то, что фигура использует компьютер для написания и выполнения кода.

В заключение, ASCII art пытается изобразить человека, который пишет и выполняет базовую функцию Python, которая выводит "Привет, мир!". Рисунок также подразумевает, что этот человек, возможно, получает удовольствие, делая это.

Третье изображение "Робот-андроид".

Робот-андроид

Это художественное изображение робота или андроида в формате ASCII art. Он изображен с цилиндрическим телом, овальной головой с двумя глазами и широким ртом с линией, обозначающей потенциальную улыбку. Это создает определенное выражение лица. Туловище имеет линии, которые могут представлять его внутренние механизмы или структуру. Руки согнуты в локтях и, кажется, согнуты в горизонтальном положении, которые могут символизировать силу или поддержку. Ножки тонкие и простые, предполагающие мобильность, символизирующие стабильность и равновесие.

Пятое изображение "Симпатичная девушка".

Симпатичная девушка

Предоставленный ASCII art изображает дружелюбного и выразительного персонажа в мультяшном стиле с большими круглыми глазами, изогнутыми губами и открытой грудью. Лицо персонажа включает в себя такие детали, как нос, щеки и брови, которые придают ему очаровательный вид. Персонаж окружен различными геометрическими фигурами и символами, которые придают текстуру и глубину изображению. В целом, ASCII art обладает игривой и причудливой атмосферой с балансом простоты и сложности.

Таким образом модель не только создает изображения, но и вполне сносно их интерпретирует, обладая неким машинным псевдо-зрением. Я не могу найти убедительного объяснения, каким образом LLM освоила эти навыки.

Почему это интересно?

Чтобы разобраться и понять, как модель хранит глубоко внутри свои концептуальные знания и пользуется ими в экстремальных условиях, которые я ей искусственно создал. Я ее сильно напряг, она проявила себя в нетипичных условиях и это дало много пищи для размышлений о том, как устроена модель мира в "ее голове". Это как в биолаборатории пропускают ток по нервам лягушки и смотрят, как дергаются ее лапки. На основании таких наблюдений можно сделать очень интересные научные выводы.

Например, такое наблюдение. Отлично видно, что между нашей моделью мира, основанной во многом на зрительной информации и ее моделью мира без этой информации существует огромная пропасть, которую модель в своих текстовых ответах на наши запросы может очень искусно маскировать своими обширными знаниями в разных предметных областях.

Но если нам потребуется такая информация, которая прямо или косвенно будет сильно связана со зрительными образами, то результат, очевидно, будет плачевным. Он будет примитивным, искаженным, недостоверным, таким же забавным как ASCII art вместо картины художника.

Модель мира в "ее голове" должна быть более адекватной и я надеюсь, что мультимодальные модели сквозного обучения (End-to-end multimodal LLM) - это значительный шаг вперед.

С другой стороны становится понятно, что система знаний настолько хорошо структурирована на разных уровнях абстракции, что этого достаточно, чтобы формировать псевдо-изображения, имеющие хорошую корреляцию с реальными изображениями и узнаваемыми визуальными образами, что, на мой взгляд, достаточно неожиданно и любопытно.

По большому счету, если модель хорошо решает задачи, которым ее обучали и прекрасно проявляет свои способности в тех областях, которые ей знакомы, то это не говорит о наличии у нее интеллекта. А вот если модель начинает решать такие задачи, которые ей были совершенно не известны и нужно найти способы их решить, пусть и не с первого раза, пусть и с ошибками, вот тогда это уже проявление первых признаков интеллекта.

И похоже, что проблески настоящего интеллекта уже видны.

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27 июл. 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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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.
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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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21.11.24 08:02 Emily Hunter

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22.11.24 04:41 [email protected]

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22.11.24 23:43 teresaborja

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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

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25.11.24 02:20 briankennedy

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26.11.24 21:59 [email protected]

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26.11.24 23:12 rickrobinson8

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26.11.24 23:12 rickrobinson8

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00:39 [email protected]

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