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Н Новости

Портируем олдскульную головоломку на web с использованием LLM и Midjourney для бати

С детства я люблю компьютерные игры: хоть сейчас у меня и другие приоритеты, но иногда люблю зайти в старую добрую классику (недавно добил 100% прохождение GTA San Andreas, прошел классическую серию Serious Sam). Мой папа же — не особо любил подобные игры, ему больше нравился минимализм: шашки, тетрис и прочие 2d игры-головоломки. (До Зумы кстати не добрался, надо бы дать ему попробовать! ремарка)

Одна из таких игр — была незамысловатая игра жанра маджонг в сеттинге Покемонов: в ней нужно находить пары одинаковых карт, чтобы путь между ними был свободен и имел максимум 2 изменения траектории.

Задача усложняется лимитом по времени и дополнительными условиями на следующих уровнях: оставшиеся карты могли перемещаться, если по соседству есть свободный слот; это привносило в игру элемент стратегии, простое закликивание пар не подойдет, ведь нужно учитывать состояние доски после сдвига карт, иначе можно словить софт-лок и проиграть.

Сама игра выглядит так:

Довольно часто она выглядела так:

Непонятные ошибки, сломанная кодировка, ругающийся антивирус — собираем все атрибуты подозрительных exe-шников весом 1-2 МБ :))

Непонятные ошибки, сломанная кодировка, ругающийся антивирус — собираем все атрибуты подозрительных exe-шников весом 1-2 МБ :))Сейчас, в силу обстоятельств и переездов, мои родители не пользуются каким-либо компьютером: у них есть телефоны и айпад; абсолютно все потребности закрываются ими. Папа всё так же поигрывает в головоломки, шашки на айпаде — благо выбора в App Store предостаточно. Но одной игры решительно не хватало: тех самых покемонов!

Маджонги в App Store имеются в достатке, но и правила у них были другие, они тянут деньги, показывают рекламу и в целом, не то.

Раньше я не знал, как можно было бы решить эту потребность, кроме как купить простенький ноутбук исключительно для этой игры. Но покупать ноутбук ради одной игры нецелесообразно, ибо когда он был у моих родителей, они всё равно делали выбор в пользу мобильных гаджетов.

И вот, во время моего недавнего приезда к родителям, я подумал, что можно было бы попробовать портировать эту игру и сделать веб-версию — без всяких сторов, прочих зависимостей: чистый html-файл с CSS и джаваскриптом, а сам код написать с помощью связки Cursor + Claude.

Спойлер — получилось! Конечно не всё, как я задумывал изначально, но конечным результатом я и главный игрок — мой папа, — довольны.

Но сейчас расскажу по порядку.

Вначале я пытался найти саму игру, оригинальный .exe-шник во плоти.

Оказывается по запросу pokemon exe в гугле сразу всплывают крипи-истории и картинки с покемонами; это конечно потешно, но это не то, что нужно.

Немного перебора и по запросу в Яндексе: "покемоны старая игра exe", удалось найти ссылку на Ответах Мейл Ру и топик на Rutracker (где кстати до сих пор 20+ сидов!) с названием "Madjong Pokemon". Там же, в комментариях лежит ссылка на Flash-версию игры на сайте Игро-утка.

Если бы в 2010-ом году, Стив Джобс публично не раскритиковал Flash и эта технология до сих пор поддерживалась бы в современных браузерах (она в целом поддерживается до сих пор, но на iPad отображается просто чёрный экран), то на этом бы мой квест завершился и я просто сохранил бы в закладки этот сайт и добавил его на главный экран iPad для быстрого доступа.

Но конечно, всё не так просто! Поэтому вооружившись гуглом, я начал искать декомпилятор .swf файлов, благо, что сам .swf файл порта игры с покемонами было достаточно легко скачать через DevTools браузера.

Выбор пал на https://github.com/jindrapetrik/jpexs-decompiler: 4.6k звезд, в фичах упоминается экспорт ActionScript, медиафайлов, есть версия под MacOS.

План был такой:

декомпилируем Flash .swf файл
достаём ActionScript с логикой игры
достаём ассеты
скармливаем это всё в Cursor и в режиме Composer'а говори

Забегая вперёд — так не получилось: декомпилятором получилось достать .svg файлы с картинками покемонов в формате base64, а сами экспортированные скрипты содержали в себе управление UI без самой логики игры. Был загадочный Frame 5: есть подозрения, что логика может быть спрятанна в нём, но сам декомпилятор безбожно зависал при попытке достать оттуда данные. При выборе опции "экспортировать всё", этот фрейм не попадал в экспорт.

Но зато удалось вытащить оригинальные картинки, которые декомпилятор может вытащить в привычном формате .svg/.png. Это мне пригодилось для дальнейшей разработки.

Дело было вечером перед моим полётом в другой город, поэтому мне было важно сделать MVP быстро за один вечер, показать её папе и вместе с ним разделить момент с игрой в неё. На часах тем временем было уже ближе к полуночи.

На самом деле, логика самой игры довольно простая — нужно сгенерировать таблицу/матрицу и потом находить между одинаковыми значениями этой матрицы путь, чтобы удалить пару элементов. Держа это в голове, я начал задавать простые промпты в Cursor — "создай игру, где есть доска с картами, игроку нужно удалить одинаковые пары карт со всей доски для победы".

Всё шло неплохо: Claude 3.5 Sonnet сгенерировал html, css, js файл — в ней была готова логика с рандомной генерацией доски, выделением карт, подгрузкой изображений, красота!

Единственное, что вызвало проблемы — это непосредственно алгоритм поиска пути между двумя картами. Иногда можно было выбрать карты, которые вообще не могли быть выбраны по правилам — между ними были препятствия или путь до них был изогнут больше 2-х раз; иногда соседние карты отказывались выбираться, хотя они были расположены диагонально друг к другу без препятствий.

Cursor + Claude в такие моменты начинает уходить в частные способы решения проблемы, aka брутфорс, ситуация напоминала картинку ниже:

а давайте запринтим каждое возможное состояние доски :D

В таких случаях можно попробовать:

создать новый чат, чтобы сбросить текущий контекст и попробовать уже с другим подходом — а-ля перебросить игровые кубики в надежде, что вам выпадет тот самый seed на стороне LLM-ки с нужным вам решением.
попробовать по-другому поставить изначальную задачу.

Я решил пойти по второму пути, задав вопрос в ChatGPT с примерами создания путей в матрице:

вопрос

ответ

На выходе получилась симпатичная Python-функция с поиском в глубину (DFS):

def find_path(matrix):
    from collections import deque
    
    # Dimensions of the matrix
    rows = len(matrix)
    cols = len(matrix[0])

    # Find coordinates of 1s (start and end points)
    points = [(r, c) for r in range(rows) for c in range(cols) if matrix[r][c] == 1]
    if len(points) != 2:
        return "Invalid input: Need exactly two '1's"

    start, end = points

    # Directions: (row change, col change)
    directions = [(-1, 0), (1, 0), (0, -1), (0, 1)]  # up, down, left, right

    # BFS with tracking of the path and direction changes
    queue = deque([(start[0], start[1], -1, 0, [])])  # (row, col, last_direction, direction_changes, path)

    while queue:
        r, c, last_dir, dir_changes, path = queue.popleft()
        
        # Add current position to the path
        path = path + [(r, c)]

        # If we reach the end point, mark the path with '*'
        if (r, c) == end and dir_changes <= 2:
            for pr, pc in path:
                if matrix[pr][pc] == 0:  # Mark only on zero cells
                    matrix[pr][pc] = '*'
            return matrix

        # Explore neighbors
        for idx, (dr, dc) in enumerate(directions):
            nr, nc = r + dr, c + dc

            # Check if within bounds and on a passable cell (0 or end point)
            if 0 <= nr < rows and 0 <= nc < cols and (matrix[nr][nc] == 0 or (nr, nc) == end):
                # Calculate new direction changes
                new_dir_changes = dir_changes + (1 if last_dir != -1 and last_dir != idx else 0)

                # If changes are within limits, continue exploring
                if new_dir_changes <= 2:
                    queue.append((nr, nc, idx, new_dir_changes, path))
    
    # If no path found
    return "No solution"

# Test cases
matrix1 = [
    [0, 0, 0, 0, 0, 0, 1],
    [0, 0, 0, 0, 0, 0, 2],
    [0, 1, 0, 0, 0, 0, 0],
    [0, 0, 0, 0, 0, 0, 0]
]

matrix2 = [
    [0, 0, 0, 0, 0, 0, 0],
    [0, 1, 0, 1, 0, 0, 0],
    [0, 0, 0, 0, 0, 0, 0],
    [0, 0, 0, 0, 0, 0, 0]
]

matrix3 = [
    [0, 0, 1, 0, 0, 0, 0],
    [0, 1, 0, 0, 0, 0, 0],
    [0, 0, 0, 0, 0, 0, 0],
    [0, 0, 0, 0, 0, 0, 0]
]

matrix4 = [
    [0, 2, 2, 2, 0, 0, 0],
    [0, 1, 2, 1, 0, 0, 0],
    [0, 2, 2, 2, 0, 0, 0],
    [0, 0, 0, 0, 0, 0, 0]
]
solutions = [find_path(matrix) for matrix in [matrix1, matrix2, matrix3, matrix4]]
solutions

Этот же скрипт можно передать в чат Cursor с просьбой использовать подход из Python-скрипта в .js файле и на моё удивление — проблема решилась с первого же сообщения в чат.

Легко было добавить таймер и счётчик баллов. Убедившись в том, что локально всё работает нормально, я выложил игру на Github Pages: https://gulivan.github.io/pokemon-mahjong/ (первая загрузка может занять 5-10 секунд)

Проверил iPad, зашел на задеплоенную страницу и вуаля, всё работало как ожидалось! Единственное, был косяк с масштабированием в версии для телефона — отображалось не всё поле, но в эту игру папа всё равно собирался играть с планшета.

Чтож, фиксируем, с идеи до реализации MVP — прошло 3.5 часа. Сам я не фронтендер, JS могу читать, но писать на нём мне пока тяжело, поэтому вручную у меня ушло бы куда больше времени.

Допиливаем игру

Времени на модификацию логики игры, замену ассетов с защищенных авторскими правами покемонов на сгенерированные нейросеткой персонажей — ушло больше чем 4 часа.

Оффтоп: потом я попробовал декомпилировать оригинальный .exe с помощью reverse-engineering фреймворка Ghidra, но так и не получилось. Попытка достать хотя бы Midi-файлы — тоже не удалась (их было видно в байт-коде, но экспортированный бинарный контент в формате .midi не воспроизвелся)

У игры, хоть она и работала, были следующие проблемы/пожелания:

покемоны классные, но заливать защищенные авторским правом картинки в репозиторий — значит подставляться под DMCA, хотелось бы исключить шансы, что за мной пошлют крепких японцев из Nintendo.
в оригинальных покемонах была прогрессия — после победы, начинался следующий уровень, где менялось поведение оставшихся карт; так игра становилась сложнее, но интереснее
не рисовался путь между двумя одинаковыми картами
хотелось бы больше кастомизации в плане сложности, размера игровой доски, настройки таймера
починить мобильную версию

енерируем нейросетевых импортозамещенных Покемонов

Публично размещать игру с защищёнными ассетами нельзя, а терять прелести бесплатного хостинга от GitHub Pages не хотелось, поэтому в результате обсуждения с батей, было получено одобрение на замену покемонов сгенерированными картинками.

Всего протестил 3 нейросети:

Шедеврум от Яндекса
Локальный Stable Diffusion XL
Midjourney

Подход был следующий: просим сгенерировать промпт у ChatGPT, чтобы было похоже на покемонов, максимум экспрессии, мультяшный, похожий на аниме стиль.

Один из промптов для Шедеврума:

Слоненок стоит на задних лапках, подняв хобот и улыбаясь Белый фон. минималистично. Сделай похожего на покемона. Рисунок гуашью карандашами. Anime, Nickelodeon. Ghibli.

Результаты в целом неплохие, но:

нет консистентности (какие-то картинки похожи на 3д рендер, какие-то на классические иллюстрации, где-то слишком реалистично, где-то добавлялись посторонние объекты, иногда персонажи не помещались во весь рост)

Пожалуй, самым интересным вышел синий кот

Работать с Шедеврумом утомительно, потому что в бесплатной версии хоть и доступно до 70 генераций в день; но результат каждого промпта нужно ждать по 10-15 секунд, а на выходе вы получаете только одну картинку. Но какие-то отдельные картинки получались неплохими, пусть местами и слишком однообразными.

Далее на очереди был Stabble Diffusion XL, с рандомной анимешной моделью из CivitAI, но и тут сразу всплыли нюансы:

модельки слишком маленькие, чтобы обеспечить разнообразие
большие модельки не влезли в ноутбучную 3070 RTX
хоть и можно получить больше одной картинки за промпт, на рендер каждой уходило так же до 10-15 секунд

Примеры результатов:

По моему мнению, итоговые изображения достаточно хорошие для первой попавшейся модели, но получения действительно стоящего результата, нужно подтюнить модель под себя:

дообучить её на релевантных картинках,
развернуть инстанс удалённо у облачных провайдеров для большего VRAM
поэксперементировать с промптами
попробовать LoRA-чекпоинты

Потратив на бесплатные варианты пару вечеров, я решил опробовать MidJourney. Большой их плюс в том, что можно забить примерный промпт в поиске и посмотреть примеры результатов. Минус — поиск доступен только после оплаты подписки.

С промптами для MJ снова помог ChatGPT:

Create midjourney prompts to create sticker set based on pokemon like animals (but not directly copying them) on white background, vector illustration, cartoon stile. Name different animals with different accent color on them

Ответ ChatGPT:

Ответ

Electric Ferret
"Cartoon vector illustration of an electric-inspired ferret-like creature with a bright yellow accent, sparking with energy, sleek body, large curious eyes, slightly mischievous smile, small electric sparks around its fur, on a white background, sticker style."
Fiery Fox
"Cute, cartoon fox-inspired creature with an orange-red accent, flaming tail, playful expression, small paws, pointy ears, and fire patterns on its fur, vector illustration, on a white background, ideal for a sticker set."
Aqua Otter
"Adorable otter-like animal with a blue color accent, water droplets around its body, big round eyes, webbed paws, holding a bubble, soft fur, gentle smile, cartoon style on a white background, vector sticker format."
Leafy Lizard
"Charming cartoon lizard with a green accent color, leafy textures on its scales, big friendly eyes, a plant-like tail, small feet, perched cutely, vector illustration on a white background, sticker-ready."
Rocky Raccoon
"Cartoon-style raccoon with a gray and brown stone-textured accent, playful expression, large eyes, paws gripping a tiny rock, a tail with rocky ridges, vector art style, on a white background, designed as a sticker."
Thunder Bat
"Cartoon bat creature with striking purple and yellow accents, small sharp teeth, tiny wings, wide eyes, and an electric aura around it, vector illustration on a white background, ready as a sticker."
Floral Deer
"Graceful cartoon deer with pastel pink and white floral accents, gentle eyes, delicate flower petals along its antlers, calm expression, sleek vector art, white background, ideal for stickers."
Frosty Penguin
"Chubby penguin-inspired creature with icy blue accents, tiny flippers, snowflake patterns on its belly, cheerful expression, smooth cartoon style on a white background, vector illustration for sticker use."
Shadow Lynx
"Mysterious lynx-like animal with dark purple and black shadow accents, piercing yellow eyes, soft fur, slightly grumpy expression, vector cartoon style, on a white background, sticker format."
Metallic Armadillo
"Cute cartoon armadillo with silver and dark gray metallic scales, tiny eyes, sturdy body, a tail that curls, little armored plates, vector illustration on a white background, designed as a sticker."

Результат тоже не всегда выходил консинстентным с разными животными, но пожалуй показатели можно улучшить, если поиграться с промтпами более детально: подобрать нужный --sref, включить персонализацию (увы, она доступна только при годовой подписке).

Кстати, лично мне довольно тяжело единолично генерировать картинки: замыливается глаз, перестаешь понимать, подходит ли та или иная картинка, что ещё можно добавить в промпте; нужен соавтор, коим выступила моя любимая жена :D

После скачивания всех покемонов, было достаточно сжать все изображения до 512х512, сконвертировать в .jpg формат и положить их в папочку с игрой.

Отдельно в канвасе включил пару параметров для того, чтобы улучшения качества картинки:

ctx.imageSmoothingEnabled = true;

ctx.imageSmoothingQuality = 'high';

В результате получаем игру с новыми ассетами!

Дело остаётся за малым:

реализовать прорисовку пути между одинаковыми картами
добавить меню настроек для игрока (сложность, размер борды, настройка таймера)
реализовать разные уровни (смещение оставшихся карт)

Звучит легко!

дообучить её на релевантных картинках,
развернуть инстанс удалённо у облачных провайдеров для большего VRAM
поэксперементировать с промптами
попробовать LoRA-чекпоинты

С промптами для MJ снова помог ChatGPT:

Create midjourney prompts to create sticker set based on pokemon like animals (but not directly copying them) on white background, vector illustration, cartoon stile. Name different animals with different accent color on them

Ответ ChatGPT:

Ответ

Electric Ferret"Cartoon vector illustration of an electric-inspired ferret-like creature with a bright yellow accent, sparking with energy, sleek body, large curious eyes, slightly mischievous smile, small electric sparks around its fur, on a white background, sticker style."
Fiery Fox"Cute, cartoon fox-inspired creature with an orange-red accent, flaming tail, playful expression, small paws, pointy ears, and fire patterns on its fur, vector illustration, on a white background, ideal for a sticker set."
Aqua Otter"Adorable otter-like animal with a blue color accent, water droplets around its body, big round eyes, webbed paws, holding a bubble, soft fur, gentle smile, cartoon style on a white background, vector sticker format."
Leafy Lizard"Charming cartoon lizard with a green accent color, leafy textures on its scales, big friendly eyes, a plant-like tail, small feet, perched cutely, vector illustration on a white background, sticker-ready."
Rocky Raccoon"Cartoon-style raccoon with a gray and brown stone-textured accent, playful expression, large eyes, paws gripping a tiny rock, a tail with rocky ridges, vector art style, on a white background, designed as a sticker."
Thunder Bat"Cartoon bat creature with striking purple and yellow accents, small sharp teeth, tiny wings, wide eyes, and an electric aura around it, vector illustration on a white background, ready as a sticker."
Floral Deer"Graceful cartoon deer with pastel pink and white floral accents, gentle eyes, delicate flower petals along its antlers, calm expression, sleek vector art, white background, ideal for stickers."
Frosty Penguin"Chubby penguin-inspired creature with icy blue accents, tiny flippers, snowflake patterns on its belly, cheerful expression, smooth cartoon style on a white background, vector illustration for sticker use."
Shadow Lynx"Mysterious lynx-like animal with dark purple and black shadow accents, piercing yellow eyes, soft fur, slightly grumpy expression, vector cartoon style, on a white background, sticker format."
Metallic Armadillo"Cute cartoon armadillo with silver and dark gray metallic scales, tiny eyes, sturdy body, a tail that curls, little armored plates, vector illustration on a white background, designed as a sticker."

Кстати, лично мне довольно тяжело единолично генерировать картинки: замыливается глаз, перестаешь понимать, подходит ли та или иная картинка, что ещё можно добавить в промпте; нужен соавтор, коим выступила моя любимая жена :D

Отдельно в канвасе включил пару параметров для того, чтобы улучшения качества картинки:

ctx.imageSmoothingEnabled = true;

ctx.imageSmoothingQuality = 'high';

В результате получаем игру с новыми ассетами!

Дело остаётся за малым:

реализовать прорисовку пути между одинаковыми картами
добавить меню настроек для игрока (сложность, размер борды, настройка таймера)
реализовать разные уровни (смещение оставшихся карт)

Звучит легко!

И тут началось веселье. Рефакторинг с Cursor.

Не буду описывать все детали, раздувая итак уже большой пост, но в процессе я сделал следующие выводы:

код лучше разбивать по модулям
- для лучшей эффективности стоит отправлять запросы со всей кодовой базой
- есть проблемы, если у вас одинаковые названия файлов в разных директориях
- оказывается, напрямую импортированный .js файл в index.html не поддерживает импорты из модулей, нужно использовать node httpserver или аналогичные решения

файлы больше 1000 строк уже неохотно прожёвываются нейронкой:
- при нажатии Apply, нейронка может перезатереть или сломать уже существующий функционал (например, мне нужно было улучшить отзывчивость управления, но Cursor вместе с новой функцией обработки нажатий, удалил функционал с проверкой на победу и добавлением бонусного времени)
- местами есть вероятность, что нейронка напишет по краям "the rest of your code here" (Cursor для копипаста кода из Claude Sonnet использует собственную модель Cursor-mini, которая нет-нет, да ошибётся)
- нейронка может не учесть уже существующие функции, написать что-то своё
дебажить .css опираясь на ваш визуальный фидбек в текстовом формате — она тоже не особо умеет; нейронка попробует разные параметры, но вы можете по итогу только потратить своё время.
- в этом плане помогло открытие браузера и измение .css классов уже в DevTools вживую, чтобы посмотреть, где именно нужно внести изменения
- по итогу, мобильная версия всё ещё далека от идеала (в ней могут некорректно фиксироваться точки нажатия, не работает зум, если вы зумитесь от канваса)

режим Composer в текущем формате — очень сырой, он не поможет вам порефакторить существующий код, зато сломать уже работающий — пожалуйста! Поэтому Git — must have, без него не выжить. Пожалуй сейчас режим Composer поможет только для построения базовой структуры проекта с первоначальными фичами, дальше уже только ручками.

Итоговый проект всё ещё не идеален, но достаточно играбелен и в нём есть почти весь необходимый функционал и даже чуть больше, чем было в оригинальной .exe игре из 2000-х. Главное — бате понравилось (говорит, что с различными уровнями играть в разы интереснее), а я сам получил прекрасный опыт построения MVP и последующей доработки продукта с использованием LLM/ImageGen.

Поиграть можно здесь: https://gulivan.github.io/pokemon-mahjong/

Исходники: https://github.com/gulivan/pokemon-mahjong/

А подписаться здесь (пишу про код, нейронки, data сферу): https://t.me/gulivan

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17 нояб. 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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17.07.24 02:26 thompsonrickey

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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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

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23.09.24 18:56 matthewshimself

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

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02.10.24 22:27 Emily Hunter

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

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31.10.24 00:13 ytre89

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

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

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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.