Automated logic webctrl jobs
...stock. Purchase order generation: Generate purchase orders for suppliers based on calculated reorder points and stock levels. 3.2 Demand Forecasting and Distribution Demand data integration: Integrate sales data from branches or Point-of-Sale (POS) systems for accurate demand forecasting. Demand forecasting: Analyze historical sales data to predict future demand for each product at each branch. Automated order generation: Automatically generate transfer orders to replenish branch inventory based on forecasted demand and current stock levels. Shipment management: Track and manage shipments between warehouses and branches, including estimated delivery times. 3.3 Product Classification Demand analysis: Analyze demand patterns to classify products based on their historical and fore...
I'm in need of a specialist to develop an automated interface for managing 1 Cisco switch. The purpose of this interface is primarily for configuration management. Critical features of this interface should entail: - A few ability to automatically apply configuration changes on friendly interface - Need only 5 configurations - Using Python Programming - Capacity to perform regular configuration backups saved locally A solid understanding of Cisco switch architecture and prior experience with automated interface design are required for this project. Knowledge of configuration management practices would certainly set you apart in this space. Efficiency and reliability are key here, so your ability to develop an automated solution that can streamline these processe...
I'm in need of a Excel setup algo that can execute orders on Zerodha from excel file. I require the following features: - One click button: The system should be able to place and execute my selected orders from excel with one click button. - Customizable Order Parameters: I need to be able to set my o...be able to place and execute my selected orders from excel with one click button. - Customizable Order Parameters: I need to be able to set my own order parameters, including the stock, quantity, price, and other variables. The ideal freelancer for this project should have experience in: - Developing python algo application with excel. - Integrating with Zerodha API. - Implementing automated trading systems. - Creating user-friendly interfaces, with some level of...
I am in need of a professional who can lend their expertise in Microsoft Power Automate, specifically in the areas of: - Workflow Automation - Approval Process Automation The challenge at hand involves a release flow that crosses 1-3 departments in our o...have experience handling similar workflows, with a keen understanding of how to streamline approval processes involving multiple department heads. Moreover, the solution must be able to integrate with the following platforms that we currently utilize for our workflows: - SharePoint - Outlook In summary, I am looking for an expert who can provide support in creating a seamless, unified, and automated system in Microsoft Power Automate, bridging gaps and solving workflow challenges. Proficiency in SharePoint and Outlook is high...
I'm in need of a Full-Stack Developer who is well-versed in ReactJS, ...front end. Key responsibilities and requirements include: - Proficiency in ReactJS and CSS for the front-end development part of the project. - Experience with NodeJS and Python for the back-end development. - React-Json-Schema Form development experience is crucial. Your main tasks will include: - Developing a user-friendly front-end interface with ReactJS and CSS. - Implementing the back-end logic using NodeJS and Python. - Ensuring the proper integration of the React-Json-Schema Form. This is a great opportunity to showcase your Full-Stack skills and contribute to the development of a unique platform. Experience in developing similar projects will be highly appreciated. Looking forward to collabor...
I need to automate the sending of messages via WhatsApp Web. Key Project Details: - Each message will be sent to a single mobile number. - The automation will be based on WhatsApp Web, so please ensure you have experience with this platform. Ideal Candidate: - Proficient in creating automation scripts using WhatsApp Web. - Experience in creating automated messaging applications would be a plus. - Good communication skills to understand and implement my requirements.
I have pre-existing source code that roughly functions as follows: w...detailed instructions on how the erroneous parts of the code should be modified. I'm seeking a Python developer to assist me in fixing logic errors in my existing Telegram bot code. The bot's main functionality is to automate certain tasks. Key responsibilities include: - Identifying current logic errors in the code - Fixing the code to ensure proper functioning The ideal candidate will have: - Proficient in Python and Telegram bot development - Experience in identifying and fixing logic errors - Strong problem-solving skills Your task does not involve generating reports, sending emails, or updating database records. It's purely focused on correcting the logic errors to ...
...worked on BOT projects for crypto exchange*** I'm seeking a skilled developer to create an automated trading system that can execute trades on the MEXC platform. Key Requirements: - Development of automated trading strategy: I have a specific trading strategy in mind that I would like to automate. You will need to work with me to understand and implement this strategy in the trading bot. - Automatic execution of trades: The system should be able to automatically execute trades based on predefined criteria. This will require seamless integration with the MEXC platform. Skills and Experience Required: - Strong knowledge of algorithmic trading and cryptocurrency markets - Proficiency in building automated trading systems, particularly on the MEXC platform - Ex...
...automatically support trading decisions based on the inquiry results and predefined filtering criteria. Specific Requirements: 1. Data Scraping and Processing: • Automatically scan and scrape usernames from a designated website. • Use the scraped usernames for real-time performance inquiries on another site. • The system must be able to handle usernames and related numeric data. 2. Trading Decision Logic: • Decide whether to display buy or sell signals based on performance inquiry results and predefined filtering criteria (to be further specified). 3. User Interface Design: • Provide an intuitive and easy-to-operate graphical user interface. • The interface needs to display real-time data inquiry results and provide clear buy or sell signa...
I'm looking for a seasoned developer to create an AI Meeting Tool that will be compatible with both Windows and Mac operating systems. This tool should have the following features: - Advanced speech recognition and transcription capabilities to accurately capture and transcribe meeting conversations - Integrated with major calendar apps for seamless meeting scheduling - Automated email notifications for meeting reminders and updates Preferred Skills: - Proficient in AI, specifically in speech recognition and natural language processing - Experience in developing software compatible with Windows and Mac - Strong understanding of calendar integration and email automation On-Prem Client: Quivr Agent * Installation * Install Quivr Agent on Windows or macOS * Configure Qu...
I am in need of a Python expert to create a program that will handle multiple tasks concurrently via workers (multi process) I already wrote a task manager using threading and async, I just want to make sure I have no race conditions, avoid deadlocks and improve logic and preformance.
I am looking for a talented developer with strong Artificial Intelligence experience to construct an informative website for me. The site will revolve around content curation, specifically books. Key Requirements: - Design and build an intuitive and highly functional website serving as an information hub. - Incorporate an automated content curation system for books using Artificial Intelligence. This should be sophisticated enough to sift through, organize, and present a vast array of book-related content in a systematic, coherent, and engaging manner. Ideal Skills & Experience: - Fluent in AI integration for web development - Proven experience in website design and development - Familiarity with content curation systems - Stellar portfolio with similar projects - Deep underst...
...['Sample_Step1', 'Sample_Step2'] }, column2: { id: 'column2', items: [] }, column3: { id: 'column3', items: ['Sample_Step6', 'Sample_Step7'] }, }); const tableData = [ { step: 'Sample_Step1', stepNum: '1', data: 'Enter Text' }, { step: 'Sample_Step2', stepNum: '2', data: 'Click Button' }, // ... add more data rows here ]; // const handleDragEnd = (result) => { // // ... logic to move items between columns (explained below) // }; const handleDragEnd = (result) => { ('handleDragEnd', result); const { source, destination } = result; // Check if destination is valid if (!destination) return; ...
...file as in Annex 1. Technical Requirements: • Experience in the development of automated query systems and data processing from external sources. • Knowledge in APIs, web scraping, and web page reengineering processes. Must use Java, NodeJs, or Python. • Ability to structure data efficiently and accurately. • Ability to generate detailed logs of queries and results. • The solution must include the necessary files and documentation to deploy each connector or integrator separately as AWS Lambda functions, Docker containers, or any Serverless service in AWS or GCP. Expected Deliverables: • Complete development of the query and data structuring system with all required features. • Implementation of an automated process to perform queries...
I'm seeking a highly skilled Python developer to implement an automated stock trading algo strategy with top-of-the-line features. Here's what you would need to handle: - Implement automation of the trading execution. This includes suggesting suitable algo methodology and developing programs to automate trade orders, modification, and cancellation. - Integration with the Shoonya trading platform. Understanding of APIs is crucial. - Managing a high frequency of trades, on a tick by tick basis; real-time is absolutely essential. Therefore, previous experience and proven ability to implement such processes is vital. The ideal candidate would have a deep understanding of Python and experience in algo trading, particularly automated trading execution. Proficiency worki...
...checkouts. Key Responsibilities: - Design and implement email campaigns in Klaviyo, particularly for abandoned checkout recovery - Set up and manage automated follow-up emails for abandoned checkouts - Implement exit-intent popups on our website to capture email addresses and prevent cart abandonment - Conceptualize and execute strategies for offering discounts and incentives that are tailored to our brand Ideal Candidate: - Proficient with Klaviyo and has a proven track record of designing and implementing successful email campaigns - Experience with recovering abandoned checkouts through email marketing - Skilled in setting up and optimizing automated follow-up emails and exit-intent popups - Capable of creating enticing discount and incentive strategies that drive con...
I am in need of a proficient Python coder who can develop a robust object recognition system for me. The key tasks for this project are as follows: - Create a Python code able to recognize and detect people and vehicles. - The code not only needs to detect these objects but...riders are Indian or foreign, again using license plate detection. Algorithm 4 different Deep learning Algorithm and tell the best * Yolo * other than Yolo any 3 Deep learning network model The ideal freelancer for this project should demonstrate previous experience in Python coding, exceptional competency in object recognition, and ideally some familiarity with traffic regulation automated enforcement. The perfect addition to their portfolio would be past projects involving license plate detect...
...include: 1) Course Management: The system should have an efficient course management tool. It should allow for the seamless addition, editing, and removal of courses. 2) Admission System: An online admission form is a crucial element of this project. As such, developing a customer-friendly interface that simplifies the admission process is key. 3) Invoice Generation: The system should support automated invoice generation. Furthermore, it must handle complex calculations and maintain accurate financial records. 4) Accounts Management: The developed system should feature a robust accounts management module. It should offer expense tracking capabilities to efficiently manage expenditures. Ideal freelancers will have extensive experience in PHP development and previous work i...
...skilled in both Android and iOS application development to create a reliable, user-friendly and efficient application that provides automatic spam message blocking and word filtering. Briefly, the working logic of the application is as follows: only the words that are wanted to be blocked will be written. If these words are included in the incoming SMS, it will be blocked as spam. Key Features: - The app should work on both Android and iOS devices. - The main purpose of the application is to block spam messages and filter out unwanted words. - The blocking process needs to be automated; a user should not need to manually block each spam message or unwanted word. Ideal Skills and Experience: - Proficient in Android and iOS app development. - Experience in creating privac...
...provided flight API for flight search and booking (search/book functionality). - Notification Engine: Integrate with a chosen notification service (details to be discussed) for sending SMS, WhatsApp, email, or web push notifications. Additional Features: - Cache Search Engine: Implement a caching system to improve search speed for hotel availability. - Conditional Search Engine: Admin-configurable logic to optimize API usage by filtering based on criteria (e.g., only use local hotels for Iraq searches). Freelancer Requirements: - Strong experience in PHP (backend) and React (frontend) development. - Familiarity with multi-language and multi-currency implementations. - Expertise in integrating with APIs (hotel booking, flight booking, notification service). - Experience with p...
I'm looking for someone who can tune our automated calling system to serve as an advanced scheduler to organize meetings with qualified leads. This system would play a key role in our lead generation strategy using AI. So here are some key elements I need your help with: - Customization of the automation tool for efficient scheduling of meetings via call using AI. - Collection of relevant data during lead generation processes, with a specific focus on holding qualified meetings. - Define a 'qualified meeting' as one where a decision maker is present and is intrigued by our product/service. The ideal candidate for this role would have substantial experience in AI and familiarity with automated call scheduling systems. If you think you can add value to this pr...
...using Jito. The script will be written using GeyserRpc and Rust. Key Requirements: - The Solana transaction should facilitate token purchase solely, not fee payments or data transfer. - The interface for this automation tool will be command-line based. - There is no requirement for user authentication; the process should be seamless and without any user input required. The general working logic of the program should be as follows, We will give the CREATOR address of the token mint address that we will purchase through the program, so it will constantly control it via API. When the Mint address is found, it will buy and sell with the private key entered in the program, i.e. wallets. Ideal Skills and Experience: - Proficient in Rust and GeyserRpc. - Prior experience with S...
...automation and web applications to support me in automating a task creation process within a TodoMVC project. Key Requirements: - Automating task creation in TodoMVC: I need help creating a script that can automate the task creation within the TodoMVC project. This is a critical part of the project that requires precise and efficient automation. Ideal Skills: - Automation: Proficiency in creating automated processes is essential for this project. Previous experience in automating tasks in web applications will be highly beneficial. - Web Development: A strong background in web development, particularly with TodoMVC, is preferred. Familiarity with the application will enable smoother and more effective automation. - Attention to Detail: Given the importance of precise task creat...
I'm seeking a high-skill developer to design test scripts using Selenium, an open-source tool. For this project, we are leveraging Behavior Driven Development (BDD) testing frameworks. Key requirements include: - Proficiency in web development - Graphic design capabilities - Exceptional content writing - Experience in Selenium and BDD framework Looking forward to working with experts who can realize this ambitious project.
I need a skilled audio engineer to enhance the quality of a song I recorded at home for my instagram Reel. The song is missing that professional touch, and I'm looking for someone who can...song I recorded at home for my instagram Reel. The song is missing that professional touch, and I'm looking for someone who can make it sound more polished and refined. Ideal Skills and Experience: - Experience in audio engineering, with a strong portfolio of previous work - Ability to work with a variety of music genres - Proficiency in using a range of audio editing software (e.g., Pro Tools, Logic Pro X, Ableton Live) - Understanding of different music elements such as dynamics, eq, and compression Please include samples of your previous work in your bid. This can turn out to be a...
Hello There, I already have a working script with alerts on a strategy version. It triggers alerts with the conditions are met as it was designed. What to do now: 1. add a delay of 2 sec after the "" What i want to do is to close all the positions before enter a new one, it does with the code i have, but i think i need to add a delay for the exchange to be able to proceed with the second order. I have attached the alert portion of the script were I want to have a 2 sec delay
I'm looking for a skilled freelancer who can help me with a unique pr...necessary updates without requiring manual intervention. Ideal Skills and Experience: - Proficiency in Raspberry Pi hardware and software, particularly in working with Raspbian and understanding its update process. - Strong experience with AWS Greengrass and IoT services. - Previous experience in developing systems that facilitate offline data sharing or update distribution. - Adept at creating automated processes, specifically those involving device detection and interaction. If you're confident in your ability to meet these requirements and can deliver a reliable, efficient solution, I'd love to hear from you. Please feel free to share any relevant experience or ideas you have that could be be...
I'm seeking a skilled developer proficient in the Power Platform suite - RPA, Power Apps, Power Automate (Flow), and Power BI. This project involves creating custom data entry forms and setting up automated workflows with the aim of: - Streamlining our data entry process - Automating repetitive tasks - Enhancing workflow efficiency - Implementing data validation and error handling The ideal freelancer for this role should have extensive knowledge of Power Platform applications and a keen understanding of business processes and workflow management. Experience in development and implementation of custom data entry forms is a must, as is familiarity with creating automation workflows. Your work will be instrumental in improving our operations. Your expertise will directly contri...
We are small startup. We're looking to map out our sales process through, add automation (mainly reminders) and integration with Zoho accounting module. Key Deliverables: - **Customization of Forms**: add custom fields, design the layout, and implement conditional logic for form fields. This will streamline our data collection and make the sales process more efficient. - **Automation of the Sales Process**: automate few steps in our sales process (lead > client proposal > active client > lost client > ongoing engagements. - **Reminder System**: The reminders are crucial in ensuring that our sales team stays on track. The reminders should be sent via both email and push notifications, to cater to varying preferences of our team members. Ideal Skills and Experi...
I am looking for an expert to help me efficiently link my Instagram and Facebook accounts. The goal is to enhance my social media presence by sharing posts across platforms seamlessly using Wix. The specific functionalities I am expecting include: - Enabling automated cross-posting between Instagram and Facebook. Ideal candidates should have experience and skills in social media management, cross-platform integration, and automation. Knowledge of Facebook and Instagram functionalities is crucial for this project.
...control. The current security system is built on the Milestone platform, so experience with this software is a must. Develop an automated alarm management system that minimizes manual intervention. Deliver a user-friendly interface for efficient alarm handling and response. Deliverables: Fully functional Custom Milestone Alarm Manager integrated into existing systems. Complete documentation on system architecture, implementation, and operation. Ideal Skills: - Proficient in Milestone platform - Experience in building custom alarm management systems - Strong understanding of real-time notification systems and alarm handling - Ability to integrate complex logic into existing systems - Attention to detail and problem-solving skills If you have the experience and expertis...
...store and add products. The project will include setting up plugins, establishing product variants with specific images for each variant, and integrating conditional options for an optimal user experience. **Responsibilities:** - Configure and customize our WooCommerce site. - Add approximately 100 products with multiple options and images associated with each variant. - Implement conditional logic for product options so that user choices influence subsequent available options. - Ensure the store is responsive and optimized for various devices. - Work closely with our team to understand specific needs and integrate them effectively. **Required Skills:** - Strong experience with WooCommerce and WordPress. - Ability to work with plugins such as 'WooCommerce Extra Product Opt...
...must understand Excel inside out, especially on how to configure and troubleshoot macros. No specific type of calculation was specified, therefore experience with a wide range of calculations from basic arithmetic to complex equations is integral. Your problem-solving skill will be a plus point as the ability to understand and improve current systems is instrumental in achieving an efficient automated process....
I need some who could develop the skeleton of an app to generate specific math questions based on a topic. I am unsure about the UI for now and will probably have designs created at a later stage. What I need now is all the code and logic for the app. The requirements are as follows - After topic/question type is selected, it will go to a new screen with a start button and options settings (some questions will have options). e,g, Build a 3 digit number, Build a 4 digit number, Build a 5 digit number. Rather that have 3 separate items in the subcategory we can have a single item with checkbox options on the start screen to eith select 3,4,5 or a mixture. Happy to have you to provide suggestion of user UI workflow journey. Everything needs to be containded in the app and there will...
...must understand Excel inside out, especially on how to configure and troubleshoot macros. No specific type of calculation was specified, therefore experience with a wide range of calculations from basic arithmetic to complex equations is integral. Your problem-solving skill will be a plus point as the ability to understand and improve current systems is instrumental in achieving an efficient automated process....
I'm looking for professional help to automate the process of uploading invoices to Amazon through the Selling Partner API. This will enhance our enterprise resources planning (ERP) system. A key feature needed is an ability to extract from the invoice filename data points such as marketplace id, order id, and invoice number. Ideally, the freelancer should have significant experience with Amazon APIs and ERP systems. Your deliverables should provide a seamless, error-free integration process which significantly reduces manual efforts. The invoices are already on the server as PDF file. I got the first step of the workflow to get an document id, but i can not upload the invoice to the given url. I only need the step 2 with upload an invoice to the given url or if neccessary the comple...
I am in need of a skilled Chatfuel developer who can help me create a chatbot that will be integrated with WhatsApp, support multiple languages and have specific functionalities. Key Functionalities: - Automated Responses: The bot should be able to handle basic queries and provide predefined responses. - User Data Collection: The bot should be able to collect user data so that we can better understand our audience and tailor future interactions. Additional Requirements: - Support for Multiple Languages: The chatbot should be able to communicate in several languages. - Streamlining User Experience: The bot should be intuitive, easy to use, and provide a seamless user experience. Skills and Experience: - Proficiency in Chatfuel: The ideal candidate should have a strong background i...
...must understand Excel inside out, especially on how to configure and troubleshoot macros. No specific type of calculation was specified, therefore experience with a wide range of calculations from basic arithmetic to complex equations is integral. Your problem-solving skill will be a plus point as the ability to understand and improve current systems is instrumental in achieving an efficient automated process....
I am new to react I need to move the item from the column 3 to column 1. Initially I developed static code. then I used react-beautiful-dnd and splice logic to move item from source to destination I even debugged by putting console.log. console not printing, Providing my code below. Can you let me know how to fix it, even needed to be added to table rows when added and integrate in my codebase later can you fix the code in my stackblitz ,src%,src%2FApp.jsx&terminal=dev
I am in need of an expert who can create a fully automated software installation for my phone. This software should be capable of completing levels in strategy games, which I find challenging to do myself. Key Requirements: - The software should be designed specifically for the genre of strategy games. - The main goal is to automatically complete levels. Ideal Skills and Experience: - Proven experience in creating automated software for mobile applications. - Proficiency in developing tools for specific game genres, especially strategy games. - Strong understanding of game mechanics and strategies, particularly in the context of level completion. The software should be user-friendly, reliable, and most importantly, effective in completing levels. Look forward to hearing f...
I'm seeking a proficient coder to create a Pine Script on Tradingview for my trading system. This Pine Script will be involved in backtesting and automating my existing trading system. Key Features:...Average. - Utilization of specific timeframes, using one timeframe for trade entry and a different timeframe for trade exits. - Utilisation of MACD and exponential moving averages for triggering entry and exits. Ideal Skills and Experience: - Broad understanding and experience of coding with Pine Script. - Significant knowledge of financial markets and technical indicators. - Proven experience in automated trading systems. - Familiarity with MACD and Exponential Moving Average indicators is required. - Understanding of trading strategies utilising multiple timeframes for mult...
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...TradingView. Our project involves combining 3-4 individual indicators per strategy to create comprehensive, automated trading strategies that can generate precise trading signals. Project Objectives: Strategy Development: Combine 3-4 individual TradingView indicators to create a single cohesive strategy. This involves precise coding to ensure that the strategy triggers trades based on specific conditions dictated by the combined indicators. Testing and Optimization: Once strategies are developed, they need to be rigorously tested and optimized for performance across different trading scenarios. Responsibilities: 1. Work closely with our team to understand the requirements and logic of each strategy. 2. Develop, test, and optimize PineScript code to automate the strate...
...skilled in both Android and iOS application development to create a reliable, user-friendly and efficient application that provides automatic spam message blocking and word filtering. Briefly, the working logic of the application is as follows: only the words that are wanted to be blocked will be written. If these words are included in the incoming SMS, it will be blocked as spam. Key Features: - The app should work on both Android and iOS devices. - The main purpose of the application is to block spam messages and filter out unwanted words. - The blocking process needs to be automated; a user should not need to manually block each spam message or unwanted word. Ideal Skills and Experience: - Proficient in Android and iOS app development. - Experience in creating privac...
I need a web-based application that can automate the swapping of tags with data from an Excel sheet. Key Requirements: - The application should be accessible online and be compatible with major browsers. - It should provide an interface where I can upload an Excel sheet with the necessary data. - The application must be able to recognize specific tags in a template and replace them with corresponding data from the Excel sheet. - should work with PDF , Word document - Document / Arrangement Formatting MUST be maintained - Able to export into doc or pdf Experience and Skills Required: - Proficiency in web development, particularly in creating online applications. - Strong experience in working with Excel files and data extraction. - Knowledge of automation techniques to ensure smooth and a...
...know from someone who has done go high level setup for education related funnels. Key requirements include: - Setting up a high-level funnel with the capability for lead generation, automated follow-ups, and conversion tracking. - Tailoring the funnel design and content to target primary and secondary school students specifically. - Creating a seamless and engaging experience for our target audience to increase conversion rates. The ideal freelancer for this project should have: - Proven experience in developing high-level funnels within the tutoring sector. - Strong understanding of lead generation, automated follow-ups, and conversion tracking. - An innovative and creative approach to engaging with a young audience. - Prior experience in designing and implementing fun...
...experience through the implementation of Machine Learning (ML) of 2D Sound Motion Technology technology for American Accent. The primary goal of this project is to make our product more user-friendly and engaging. Key requirements for this project include: -Personalized Learning: AI can analyze a learner’s progress and tailor the 2D visualizations to focus on sounds that need more practice1. -Automated Feedback: AI can provide instant feedback on pronunciation, comparing the learner’s attempts with the ideal sound production visualized by the 2D technology1. -Interactive Exercises: AI can create dynamic exercises that adapt in real-time to the learner’s responses, making the learning process more engaging2. -Speech Recognition: AI-powered speech recognitio...
...pre-purchased Spocket, DSers, and Zendrop. We want to use a pre-built theme so we can manage everything ourselves. We like the Enterprise theme, but we're open to suggestions. We want 100+ items added to our store. - products must be popular/trending and well-reviewed - shipping must be under 1 week (on average) - suppliers must be well-reviewed and reliable We want everything to be as automated as possible. We want to sell globally. We're starting with Shopify, but we also want to sell on Amazon, Ebay, social media, etc. If our boss likes your work, he'll hire you for more projects....
I am looking for an experienced programmer to design and test a program for analyzing the binary options market, utilizing the Pocket Option API. The program should be developed in JavaScript and HTML and run locally on a laptop without the need for cloud services. Project Requirements: Integration with the Pocket Option API. Automated opening of "up" or "down" positions based on predetermined predictive algorithms. 97% positive outcomes from positions executed by the system. Scope of Work: Designing and programming the software. Comprehensive testing of functionality before final delivery. Optimization for performance and stability.
