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Кажется, LLM программирует лучше меня

Может ли искусственный интеллект (ИИ) превзойти программиста-человека при написании кода? Спустя ряд экспериментов становится понятно, что ответ на этот вопрос – уверенное да!

Эволюция программистов
Эволюция программистов

В этой статье не будет ни строчки теоретических рассуждений о преимуществах и недостатках использования LLM в программировании. Будет только практика и в конце некоторые обоснованные выводы с ироничным взглядом в недалекое будущее для всех программистов. Содержание всех шаги будут полностью представлено как есть, поэтому статья может показаться несколько длинноватой, но ото необходимо для понимания сути самого процесса.

Вначале для поднятия настроения вот вам «вредный совет» программистам от LLM (оказывается она не только пишет код, но и обладает своеобразным чувством юмора):

Никогда не изучайте новые языки программирования; в конце концов, вы уже и так знаете достаточно, чтобы хоть как-то писать свой обычный код — так что твердо придерживайтесь привычного и не тратьте время на изучение чего-то нового!

Какой будет эксперимент?

Цель эксперимента - написать довольно сложную с точки зрения логики игру, максимально используя модель с минимальными ручными доработками.

Если это получится, можно будет сравнить новую парадигму программирования со старой по критериям затраты ресурсов (времени, интеллектуальных усилий), удобства использования технологии, качества полученных результатов и удовлетворенностью в целом процессом решения задачи.

Почему создавать будем игру, а не какую-нибудь, например, полезную утилиту для компьютера?

Сразу виден результат, начиная с первого шага, и далее легко и быстро визуально оцениваются все последовательные изменения и улучшения. Каждый следующий шаг естественным образом вытекает из результатов последнего шага и поэтому хорошо видна логика проектирования. Кроме того это забавно и создает приятную атмосферу.

Как будем проводить эксперимент?

Сначала попытаемся сразу создать начальный рабочий вариант с базовой функциональностью.

Далее код я буду создавать методом последовательных уточнений и дополнений. Шаг за шагом код будет изменяться, логика игры будет улучшаться, становиться более разнообразной. Графические функции тоже будут последовательно улучшаться, совершенствуя игровой процесс. Я постараюсь сделать так, чтобы весь основной код написала модель и не буду сильно вмешиваться в код, который она сама будет предлагать на каждом шаге. Однако мелкие ошибки и незначительные исправления я все же буду время от времени производить, если это совершенно необходимо, но это будит действительно минимальное вмешательство.

Сам эксперимент я разбил на два этапа.

Первый этап - это получение полнофункционального кода и пользовательского интерфейса.
Второй этап - это доведение кода до кондиции и получении рабочей игры.

Какие исходные условия эксперимента?

Я намеренно буду усложнять условия эксперимента, хотя многое можно было-бы изначально сделать более правильно. Но в данном случае здоровая доля мазохизма будет уместна. Поэтому пора определить наши правила.

Инструкции я буду давать на русском языке.

Игра будет создана с нуля, так чтобы модель по возможности ничего не знала и ней.
В качестве языка будет выбран не самый подходящий для этого C#.
В качестве модели я буду использовать специально обученную для кодинга на 80 языках квантованную Codestral-22B-v0.1-Q4_K_M (Про оригинальную модель можно узнать на сайте разработчиков https://mistral.ai/news/codestral/).

Работать с кодом буду в VS, перенося в проект создаваемый моделью код просто копипастом, соблюдая ее инструкции, которые она будет давать в комментариях к каждой порции создаваемого ею кода.

Я буду создавать довольно известную в народе игру "Шарики", Lenes (Color Lines), которая является непростой в реализации как в логическом, так и в графическом смысле. Предварительно я убедился, что модель о ней ничего не знает.

Начинаем первый этап

Перед началом работы я настрою модель определенным образом, задав значения нескольким ее параметрам настройки, что важно для ее лучшей эффективности.
Далее я подробно шаг за шагом приведу весь протокол взаимодействия с моделью, исключив только сам сгенерированный код, вместо которого будет текст "Далее код и комментарии". Иначе статья превратится в простыню с нагромождением плохо читаемого текста. В конце для тех, кому будут интересны подробности, я дам ссылку на полный протокол с кодом для скачивания.

Итак, можно начинать сам эксперимент.

Первый промпт, который должен объяснить модели смысл игры, которую она должна создать.

Напишите код Windows forms на c# с учетом игровой логики и специфических функциональных возможностей для игры в lines. Суть игры в следующем.
На игровом поле 10 на 10 клеток в случайной клетке появляется шарик одного из 5 случайных цветов. Игрок мышкой выбирает любой шарик в поле и указывает свободную клетку, куда этот шарик нужно передвинуть и шарик плавно передвигается в эту клетку. Затем в случайной свободной клетке опять появляется другой шарик одного из случайных 5 цветов и таким образом игра продолжается. Задача игрока в том, чтобы из 5 или более шариков одного цвета собрать непрерывную линию по вертикали или по горизонтали или по диагонали. В этом случае все эти 5 шариков исчезают. Игра заканчивается, когда все клеточки заполнены шариками. Новый шарик может появиться только на свободной клеточке.

Ответ Модели.
Here is a simple implementation of the game's logic in C# Windows Forms. This version doesn't include any animations; the movement of balls is instant.

Далее код и комментарии.
Note: To run this code, you need to have a Windows Forms project in your C# environment and replace the contents of the Form1.cs file with this code. This is just a simple text-based representation of the game and does not include any graphics or animations. For a more complete implementation, you may want to consider using a graphics library like Unity or XNA for the visual representation of the game.

Мы сразу получаем рабочий код без ошибок и можно попытаться играть в эту игру, чтобы найти первый недостаток и исправить его.
Он заключается в том, что шарик мы выбираем левой кнопкой мыши, а цель указываем правой, поэтому пишем следующий промпт.

Измени функцию Grid_MouseClick так, чтобы оба действия и выбор шарика и указание клеточки для его перемещения производились только нажатием MouseButtons.Left

Ответ Модели.
Here's how you can modify the `Grid_MouseClick` function to handle both selecting a ball and specifying a destination for it solely through left clicks:

Далее код и комментарии.
In this version, clicking on a ball will first select it if no ball is currently selected. Clicking on another ball will change the selection to that ball. If we then click on an empty cell, the previously selected ball will move to the new cell. This only works if there are two distinct clicks - one on a ball and one on an empty cell - in between.

Обращаем внимание на то, что выбранный шарик никак не отличается от других и хотим, чтобы он чем-то отличался, поэтому пишем следующий промпт.

Измени код так, чтобы выбранный шарик сохранял свой цвет, но отличался от не выбранных шариков.

Ответ Модели.
You can modify the `Grid_MouseClick` function to change the color of the selected ball when it's clicked, and revert its color back to normal when it's deselected:
First, you need to introduce a new variable to keep track of the original color of the selected ball:

Далее код и комментарии.
Then, adjust your `Grid_MouseClick` method like so:

Далее код и комментарии.
In this version, clicking on a ball will change its color to the contrast color (which is calculated by the `GetContrastColor` function), and if you click on another ball, the first one will revert back to its original color. Then, you can move the selected ball to an empty cell.
Note: You should also add a `GetContrastColor` function that takes a `Color` as input and returns either black or white based on the perceived brightness of the input color.

Модель забыла сама определить функцию GetContrastColor, поэтому просим ее написать.

Напиши функцию GetContrastColor

Ответ Модели.
Here's a simple implementation of the `GetContrastColor` function in C#:

Далее код и комментарии.
This function calculates the perceived brightness of a color using the RGB values and the formula for luminance (also known as relative luminance). If the brightness is greater than 128 (out of 255), it returns black; otherwise, it returns white. This provides a simple way to choose a contrasting color for any given color.

Теперь выбранный шарик как-то коряво выглядит при выборе, но действительно, он изменяется, поэтому хотим усовершенствовать эту функцию и сделать выбор шарика красиво.

Измени функцию GetContrastColor так, чтобы цвет шарика при его выборе не менялся, а яркость плавно циклически изменялась по синусоиде с помощью таймера

Ответ Модели.
To create this effect, you could use a `Timer` object to change the brightness of the selected ball at regular intervals. Here's an example of how to do this:
First, add a `Timer` field to your form:

Далее код и комментарии.
Then, in your constructor, initialize the timer and subscribe to its `Tick` event:

Далее еще код и комментарии.
Next, modify your `Grid_MouseClick` method to start the timer when a ball is selected and stop it when it's deselected:

Далее еще код и комментарии.
Finally, implement your `Timer_Tick` event handler. This should change the color of the selected ball based on a sinusoidal brightness value:

Далее еще код и комментарии.
In this version, the `time` variable accumulates over time, and the brightness is calculated as a function of this variable using a sinusoidal waveform that cycles between 0 and 1. The resulting brightness value is then used to calculate a new grayscale color for the selected ball.

Вот теперь при выборе шарика его яркость красиво изменяется, то больше, то меньше, пока не будет указана цель.
Настало время исправить другое очевидное недоразумение: наши шарики вовсе не круглые шарики, а цветные квадратики.

Преобразуй внешний вид шариков из квадратной формы в круглую.

Ответ Модели.
To make the balls circular instead of square, you can set their `Region` property to an instance of the `System.Drawing.Drawing2D.GraphicsPath` class with an ellipse shape. Here's how to modify your code to achieve this:
First, add the following `using` directive at the top of your file:

Далее код и комментарии.
Then, in your constructor, create a new `GraphicsPath` object with an ellipse shape and set it as the `Region` of each `PictureBox`:

Далее код и комментарии.
In this version, a new `GraphicsPath` object is created for each `PictureBox`, and an ellipse is added to its path that fits within the bounds of the `PictureBox`. This ellipse is then used to define the region of the `PictureBox`, which determines which pixels are considered part of the control and which are transparent. This makes the balls circular instead of square.

Переносим созданный код по инструкции в наш проект и получаем то, что хотели. Круглые красивые шарики можно выбирать и указывать цель, куда они перемещаются и при формировании непрерывной линии длиной 5 и более шариков одного цвета подряд эта линия удаляется. В принципе, игра готова, но нужно довести ее до кондиции, поэтому пишем новый промпт.

Добавь кнопку, нажав на которую начинается новая игра, а также Label, на котором считается число удаленных линий из шариков. Сделай панель, кнопку и Label более красивыми, с четкими линиями и приятными цветами.

Ответ Модели.
To add a new game button, a label to display the number of removed lines, and improve the appearance of the panel, button, and label, you can use the following code:
First, add the following fields to your form:

Далее код и комментарии.
Then, in your constructor, create and initialize these controls, and set their properties as desired:

Далее код и комментарии.
In this version, a new `Button` and `Label` are created, and their properties are set to display the desired text and appearance. The button's `Click` event is also handled by the `NewGameButton_Click` method, which you can implement to start a new game.

Далее код и комментарии.
To update the number of removed lines, you can modify your `RemoveLine` method as follows:
In this version, the `linesRemoved` field is incremented each time a line is removed, and the label's text is updated to reflect the new value.

Модель забыла определить функцию NewGameButton_Click, напоминаем ей об этом.

Напиши функцию NewGameButton_Click.

Ответ Модели.
Here's an example implementation of the `NewGameButton_Click` function:

Далее код и комментарии.
In this version, the `NewGameButton_Click` function clears the grid by setting the background color of each `PictureBox` to white, resets the `linesRemoved` field and the label's text, and then fills the grid with new balls using the `AddNewBall` method.

Итак, первый этап создания игры завершен. Все основные функции есть, логика работает, внешний вид вполне удовлетворительный. На первый этап было потрачено меньше одного дня с перерывами.

Что можно сказать о качестве кода? Он чистый, откомментированный, хорошо структурированный и главное безошибочный.

Я в ручную исправил только одну незначительную ошибку, не связанную с логикой работы. Модель точно выполняет условия промпта и подробно комментирует свои решения. Результат выше всяких смелых ожиданий, так как я был внутренне готов и к логическим ошибкам и ко всем прочим ошибкам тоже. Но их удалось избежать, также как и рутинного кодирования, очередной раз изобретая велосипеды или ища их в интернете, потом скачивая и адаптируя для своего проекта. Я занимался действительно творческой работой, придумывал и руководил созданием программы, а не погружался в дебри утомительного кодинга и его отладки. Кстати об отладке. Это удивительно, но отладка мне не потребовалась от слова совсем. Код получился настолько чистым, что после очередной модификации каждый раз работал безупречно.

Переходим ко второму этапу

В принципе, уже и так все более-менее понятно, Эксперимент окрыляет и мы явно на пути к успеху, но хочется достичь совершенства, поэтому переходим ко второму этапу эксперимента. Переходим из несостоявшихся мазохистов в клуб перфекционистов.
Начинаем новую сессию общения с моделью новым промптом.

Ниже представлен код Windows forms на c# с учетом игровой логики и специфических функциональных возможностей для игры в lines. Суть игры в следующем.

На игровом поле 10 на 10 клеток в случайной клетке появляется шарик одного из 5 случайных цветов. Игрок мышкой выбирает любой шарик в поле и указывает свободную клетку, куда этот шарик нужно передвинуть и шарик плавно передвигается в эту клетку. Затем в случайной свободной клетке опять появляется другой шарик одного из случайных 5 цветов и таким образом игра продолжается. Задача игрока в том, чтобы из 5 или более шариков одного цвета собрать непрерывную линию по вертикали или по горизонтали или по диагонали. В этом случае все эти 5 шариков исчезают. Игра заканчивается, когда все клеточки заполнены шариками. Новый шарик может появиться только на свободной клеточке.

Далее весь рабочий код из нашего проекта в VS.
И новая инструкция.

Измени код так, чтобы у выбранного шарика изменялся не только цвет, а еще и размер.

Ответ Модели.
Sure, I can help you modify the code to change both the color and size of the selected ball. Here's how you could do it:
First, we need to add a new variable to keep track of the initial size of the ball. We will use this value to calculate the new size during the animation. Let's add it in the `Form1` class:

Далее код и комментарии.
Then, when selecting a ball, store its initial size:

Далее код и комментарии.
Now let's modify the `Timer_Tick` function to also change the size of the ball:

Далее код и комментарии.
This should make the selected ball expand and shrink in size while changing its color. You may need to adjust the calculation of the new size to get the exact effect you want.

Получилось, что теперь изменяется размер самой клеточки выбранного шарика, а не он сам, поэтому уточняем задачу.

Замени изменение размера выбранного шарика Size на изменение размера AddEllipse.

Ответ Модели.
Sure, I can help you with that. Instead of changing the `Size` property of the `PictureBox`, we will change the size of the ellipse used to draw the ball. This requires us to create a new `GraphicsPath` with each tick of the timer. Here's how you can modify the code:
Instead of storing the initial size of the ball, let's store the initial radius of the ellipse:

Далее код и комментарии.
Then, when selecting a ball, store its initial radius:

Далее код и комментарии.
Now let's modify the `Timer_Tick` function to also change the size of the ellipse:

Далее код и комментарии.
This should make the selected ball expand and shrink in size while changing its color. Note that we're assuming that the width and height of the `PictureBox` are always equal to maintain a circular shape. If they can be different, you would need to store and calculate with both initial width and height instead of just the radius.

Вот теперь мы достигли желаемого эффекта: выбранный шарик не только меняет циклически яркость, но и свой размер, что выглядит так как надо.

Шарики работают
Шарики работают

Финальная и самая сложная доработка

И вот теперь наконец мы достигли финального, самого сложного рубежа, который должен показать всю мощь модели как хорошего программиста, или она сломается на этом уровне сложности. Я честно ожидал от модели провала с множеством ошибок и структурных нарушений, но собственно ради этого то всё и затевалось.

Пока что наш выбранный шарик просто перескакивает в указанную клеточку без каких-либо ограничений и это надо исправить.

Пишем самый сложный промпт.

Измени код так, чтобы выбранный шарик передвигался в указанную клеточку плавно, последовательно перемещаясь в одну из соседних примыкающих слева, справа, сверху или снизу клеточку пока не достигнет указанной клеточки. Траектория передвижения должна каждый раз рассчитываться так, чтобы не пересекаться ни с одним другим шариком в игровом поле.

Ответ Модели.
Sure, I can help you modify the code to move the selected ball to the target cell smoothly and sequentially, moving one step at a time towards the target cell without intersecting any other balls on the field. Here's how you could do it:
Firstly, we need a way to calculate the shortest path from the current position of the selected ball to the target cell, taking into account the positions of all other balls on the field. This is a complex problem known as pathfinding, and there are many algorithms to solve it. For simplicity, let's use A* (A-Star) algorithm for this task.
We need to add a new method `FindShortestPath` to the `Form1` class that takes the starting point and the ending point of the path as parameters and returns an array of points representing the shortest path:

Далее код и комментарии.
Then, when clicking on a target cell, if the clicked cell is not empty, we don't select or move any ball. Otherwise, we calculate the shortest path from the current position of the selected ball to the target cell. If the shortest path exists, we start moving the selected ball along this path, one step at a time.
Here's how you may modify the `Grid_MouseClick` method to handle this:

Далее код и комментарии.
Now let's add a new method `MoveAlongPath` that takes an array of points representing the path as a parameter and moves the selected ball along this path, one step at a time:

Далее код и комментарии.
This should move the selected ball along the shortest path to the target cell smoothly and sequentially, one step at a time without intersecting any other balls on the field. You may need to adjust the speed and number of steps of the movement to get the exact effect you want.

Модель определила основную функцию FindShortestPath без содержания, но с комментариями.
// Calculate the shortest path using A* algorithm.
// This function should return a list of points representing the shortest path.
// The implementation of this function is beyond the scope of this response.
// You can find many implementations of A* algorithm online.

Поэтому заставим ее написать эту функцию.

Напиши функцию FindShortestPath.

Ответ Модели.
Sure, I can help you write a function to find the shortest path between two points in the game grid using A* algorithm. Here's a simple implementation of the `FindShortestPath` function:

Далее код и комментарии.
This function uses a `Node` class that represents a position in the game grid with its G cost, H cost, and parent node:

Далее код и комментарии.
The function also uses a `PriorityQueue` class to store nodes in the open set with their priority based on their F cost:

Далее код и комментарии.
The `GetNeighbors` function returns a list of valid neighboring positions of the given position:

Далее код и комментарии.
The `Heuristic` function calculates the H cost (estimated distance to the destination) using Manhattan distance:

Далее код и комментарии.
Finally, the `ReconstructPath` function reconstructs the path from the destination node to the starting node:

Далее еще порция кода.

Перенеся всю эту массу кода в проект, замечаем, что модель забыла определить три функции, которые вызываются из ее кода, напоминаем ей об этом.

Напиши функцию Heuristic.

Ответ Модели.
Sure, I can help you write a function for the heuristic calculation in the A* algorithm. The heuristic function estimates the cost to reach the destination from a given position on the game grid. A common choice for this is the Manhattan distance, which calculates the sum of the absolute differences between the x and y coordinates of two points. Here's a simple implementation of the `Heuristic` function:

Далее код и комментарии.
This function takes two `Point` objects as input, representing the starting point and the ending point, and returns an integer value that represents the estimated cost to reach the destination from the starting point using Manhattan distance

Напиши функцию ReconstructPath.

Ответ Модели.
Sure, I can help you write a function to reconstruct the path from the destination node to the starting node in the A* algorithm. This function backtracks from the destination node to the starting node by following the parent nodes of each node in the path. Here's a simple implementation of the `ReconstructPath` function:

Далее код и комментарии.
This function takes a `Node` object as input, representing the destination node, and returns a list of `Point` objects that represent the positions of the nodes in the shortest path from the starting node to the destination node. The function starts at the destination node and adds its position to the path. Then it moves to the parent node of the current node and repeats this process until it reaches the starting node. Finally, the function reverses the path so that it goes from the starting node to the destination node.

Напиши функцию GetNeighbors.

Ответ Модели.
Sure, I can help you write a function to get the valid neighboring positions of a given position on the game grid. This function checks if a neighboring position is within the bounds of the game grid and if it's not occupied by another ball. Here's a simple implementation of the `GetNeighbors` function:

Далее код и комментарии.
This function takes a `Point` object as input, representing the current position, and returns a list of `Point` objects that represent the valid neighboring positions of the current position. The function loops through four possible directions (up, down, left, right) and checks if each neighboring position is within the bounds of the game grid and if it's not occupied by another ball. If a neighboring position is valid, it's added to the list of neighbors. Finally, the function returns the list of neighbors.

После того как весь этот созданный моделью код был просто перенесен в проект без каких либо изменений и запущен, произошло невероятное: без единой ошибки и каких-либо недочетов все заработало так, как было сформулировано в задании.
Выбранный шарик находит кратчайший путь к цели и красиво перемещается по клеточкам по этому пути.

Модель справилась на отлично и в конце второго этапа получилась вполне добротная игра.

Выводы из всего этого чудесного безобразия

Модель суммарно написала 672 строки кода. Общее затраченное время на разработку - два дня с многочисленными перерывами. В это время входит также просто изучение написанного моделью кода с целью понять, какую логику и методы использует модель в этом проекте.

Вывод достаточно очевиден, новая парадигма программирования с помощью модели явно более эффективна с любой точки зрения.

Рутинная работа сводится к минимуму, время сокращается, качество кода повышается, процесс программирования просто становится комфортнее и больше похож на интеллектуальное творчество.

Не могу не сделать скромный взгляд в ближайшее будущее программирования.

Итак, поскольку мы, как выясняется, уже стоим на пороге новой эры технологий, давайте примем это будущее сознательно и с распростертыми объятиями, а не пугливо прячась в таком привычном, закостенелом консерватизме уютных старых парадигм. Используйте имеющиеся уже сейчас LLM и все другие инструменты искусственного интеллекта, которые обязательно последуют в будущем по их стопам. Давайте овладевать ими, чтобы улучшить свои творческие и конструкторские навыки, быстрее и лучше решать задачи и проблемы уже на новом уровне. В конце концов, разве не в этом суть новых технологий?

Я не утверждаю, что ИИ полностью заменит программистов-людей. Творческий процесс, человеческий подход и уникальный набор навыков, которые разработчики привносят в работу, незаменимы. Вместо этого я считаю, что ИИ очень сильно расширит наши возможности, позволяя нам сосредоточиться на задачах, требующих человеческой интуиции и творчества при решении проблем.

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  • 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

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

    Reach Out To Adrian Lamo Hacker via email: [email protected] / WhatsApp: ‪+1 (909) 739‑0269‬ Adrian Lamo Hacker is a formidable force in the realm of cybersecurity, offering a comprehensive suite of services designed to protect individuals and organizations from the pervasive threat of digital scams and fraud. With an impressive track record of recovering over $950 million, including substantial sums from high-profile scams such as a $600 million fake investment platform and a $1.5 million romance scam, Adrian Lamo Hacker has established itself as a leader in the field. One of the key strengths of Adrian Lamo Hacker lies in its unparalleled expertise in scam detection. The company leverages cutting-edge methodologies to defend against a wide range of digital threats, including phishing emails, fraudulent websites, and deceitful schemes. This proactive approach to identifying and neutralizing potential scams is crucial in an increasingly complex and interconnected digital landscape. Adrian Lamo Hacker's tailored risk assessments serve as a powerful tool for fortifying cybersecurity. By identifying vulnerabilities and potential points of exploitation, the company empowers its clients to take proactive measures to strengthen their digital defenses. This personalized approach to risk assessment ensures that each client receives targeted and effective protection against cyber threats. In the event of a security incident, Adrian Lamo Hacker's rapid incident response capabilities come into play. The company's vigilant monitoring and swift mitigation strategies ensure that any potential breaches or scams are addressed in real-time, minimizing the impact on its clients' digital assets and reputation. This proactive stance towards incident response is essential in an era where cyber threats can materialize with alarming speed and sophistication. In addition to its robust defense and incident response capabilities, Adrian Lamo Hacker is committed to empowering its clients to recognize and thwart common scam tactics. By fostering enlightenment in the digital realm, the company goes beyond simply safeguarding its clients; it equips them with the knowledge and awareness needed to navigate the digital landscape with confidence and resilience. Adrian Lamo Hacker services extend to genuine hacking, offering an additional layer of protection for its clients. This may include ethical hacking or penetration testing, which can help identify and address security vulnerabilities before malicious actors have the chance to exploit them. By offering genuine hacking services, Adrian Lamo Hacker demonstrates its commitment to providing holistic cybersecurity solutions that address both defensive and offensive aspects of digital protection. Adrian Lamo Hacker stands out as a premier provider of cybersecurity services, offering unparalleled expertise in scam detection, rapid incident response, tailored risk assessments, and genuine hacking capabilities. With a proven track record of recovering significant sums from various scams, the company has earned a reputation for excellence in combating digital fraud. Through its proactive and empowering approach, Adrian Lamo Hacker is a true ally for individuals and organizations seeking to navigate the digital realm with confidence.

  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

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  • 27.08.24 12:50 James889900

    All you need is to hire an expert to help you accomplish that. If there’s any need to spy on your partner’s phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across ETHICALAHCKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult ETHICALHACKERS009 @ gmail.com OR CALL/TEXT ‪+1(716) 318-5536 or whatsapp +14106350697 if you need access to your partner’s phone

  • 27.08.24 13:06 James889900

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  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 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

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  • 23.09.24 18:56 matthewshimself

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  • 01.10.24 14:54 Sinewclaudia

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  • 02.10.24 22:27 Emily Hunter

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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

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

  • 22.11.24 04:41 [email protected]

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

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  • 22.11.24 23:43 teresaborja

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  • 24.11.24 02:21 [email protected]

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

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  • 26.11.24 21:59 [email protected]

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  • 27.11.24 00:39 [email protected]

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  • 27.11.24 09:10 Michal Novotny

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

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