Software Testing Jobs

I'm looking for a seasoned blockchain developer to create a robust smart contract for my crypto dapp. The contract should exhibit the following features: - Staking Capability: The smart contract should offer staking functionality, allowing users/holders of the token to lock their tokens in the contract. - Reward Distribution: Rewards should be distributed based on the duration for which the tokens are staked. The longer the staking period, the higher the reward. Ideal Skills and Experience: - Proficiency in Solidity: As per my preference, the smart contract should be written in Solidity. - Blockchain Development: Extensive experience in developing smart contracts and deploying them on the Ethereum mainnet. - Understanding of Staking Mechanisms: A solid grasp of staking mechanisms, ...

Looking for someone to help automate clicks on a window (specifically this is using AirDroid to control a mobile phone and I need to write a script to automate the phone via AirDroid -- a windows side phone control tool.) It should have a small user interface to click a button and run the script. I mention AutoIt, but I am open to other scripting and automation tools. Ideally you should be able to work remotely in a US Central timezone, however, you can do the actual development locally assuming you have an android phone and Airdroid software (which is a free download.)

I'm seeking a freelancer to rigorously test the functionality of my app on a REAL LG webOS TV with a resolution of 1280 X 720. This role requires: - Checking the load time for the content on your TV. Evaluating video streaming performance - Checking the smoothness of user interface navigation Please note this MUST be a genuine LG TV with the specified resolution, not a simulator. Testing parameters will be discussed once the project commences. Experience in app testing and possession of the LG webOS TV with Res:1280 X 720 TV model is essential. YOU CANNOT COMPLETE THE JOB WITHOUT A LG TV WITH RESOLUTION 1280 X 720. THE MOST IMPORTANT PART OF THE PROJECT TO UNDERSTAND Our team have many LG TVs already but we need to see how our app function on a lower resolution TV. This is why it ...

I need an experienced C++ programmer to debug, improve, and develop new features for my existing system related to hardware interface programming specifically for a Camera SDK technexion. I require assistance with: 1. Debugging Current Code: Thorough inspection of our current system to identify and rectify any existing issues in the code. 2. New Feature Development: Bringing creativity and C++ expertise to the table to develop fresh, efficient features for hardware interface programming. 3. Performance Boost: Optimizing the system to raise overall performance, response times and operational efficiency. Your ability to understand the complex layers of an embedded system is very important. You'll be interfacing with a Camera SDK technexion, so I expect you to showcase your experience...

I'm in need of a skilled professional who can set up a virtual audio mixing station for my radio. This will be specifically for Windows, so deep knowledge of this platform is essential. We use SoftPhone Xlite 3.0 to call clients We need someone to show us how can we play audio file and that playing will be set as Microphone on xlite but after i play voice, i will need to be able to speak from microphone without need to change settings how can we achievve that? Key Requirements: - **Experience**: I need someone with a good amount of experience in setting up virtual audio mixers for radio stations. - **Windows Proficiency**: As this setup will be on Windows, you should be well-versed with this operating system. - **Intermediate Level**: I need an intermediate level of complexity ...

I'm looking for an experienced penetration tester to analyze my Android Flutter mobile application for security vulnerabilities. Key Responsibilities: - Conduct thorough security tests on the application to identify vulnerabilities. - Provide detailed reports on identified security issues. - Suggest and implement corrective measures to enhance the security of the application. Ideal Candidate: - Proficient in penetration testing of Android applications. - Extensive experience with mobile security concepts and tools. - Knowledge of Flutter framework for understanding potential vulnerabilities. - Ability to communicate findings and recommendations effectively. Please provide details on how you would like to access the application for testing.

I'm in need of an expert in Continuous Integration/Continuous Deployment who can establish a pipeline for my React Native application in Apple TestFlight. Here are the key aspects of the job: - Existing Systems: I already have a TestFlight account with Apple and my application's version control system is Git on GitHub. Experience with these is a must. - Testing: There's no immediate need to integrate tests into the CI/CD pipeline. The main focus should be on setting up the pipeline for automated deployments. - Skills: Extensive knowledge and hands-on experience in CI/CD, Apple TestFlight, React Native, and GitHub. You should understand workflows and how to troubleshoot and modify processes as required. This project requires a keen eye for detail, excellent problem-solving...

I have an urgent need for a skilled blockchain developer who can swiftly handle smart contract development and blockchain integration. The project requires someone who can hit the ground running and deliver quality work within a tight timeframe. Ideal candidates should have: - Proven experience in smart contract development, particularly on Ethereum - A solid understanding of blockchain integration - The ability to work efficiently and under pressure - Good communication skills and a proactive approach to problem-solving The project timeline is urgent, so if you're confident in your blockchain skills and are available to start immediately, I'd love to hear from you.

I'm currently working on a project that involves compiler construction in Java. I'm looking for a professional who can deliver effective semantical analysis ensuring that my project successfully passes private tests. The ideal candidate should have a background in compiler construction, particularly with hands-on experience in Java. Key requirements include: - In-depth understanding of compiler construction principles - Proven experience in semantic analysis - Proficient in Java programming - Ability to deliver error messages for incorrect syntax - Familiarity with integrating semantical analysis into existing Java projects This project has already integrated the semantical analysis, and you will be required to enhance it to effectively identify and report errors ...

I'm in need of an expert in Go programming language with a strong background in DevOps. You'll be tasked with optimizing my code and setting up automated testing. Key tasks include: - **Code Optimization**: I'm looking to significantly improve the performance and memory usage of my application. You should be able to identify performance bottlenecks and develop optimized solutions. - **Automated Testing**: I need you to set up a comprehensive testing framework that ensures high test coverage. Your role will also involve ensuring the application is scalable and efficiently utilizes resources. Your expertise should help in balancing fast response times with resource conservation. Ideal candidates should: - Have extensive experience with Go programming - Be familiar with...

Hello freelancers, We're collecting feedback for an article our team is currently working on. It will take no more than 10 minutes of your time. Please visit this link to learn more: It's a fairly simple task that involves testing out various online platforms and then submitting your honest and unbiased feedback, whether positive or negative. We normally use such feedback when writing review articles for our blog. Requirements: -Proficiency in English -A smartphone/laptop -Good internet connection

I am looking for a talented developer to create a comprehensive and interactive web-based loyalty program that can also be seamlessly integrated into mobile platforms. Key Features Required: - Point-based rewards system - Tiered membership levels - An intuitive referral program Rewards for The Loyalty Program: - Discounts - Exclusive content - Gift items - Points Redeem This project will require proficiency in web and mobile app development as well as a deep understanding of customer engagement strategies and ecommerce platforms. Experience building successful loyalty programs is desired. Bring my idea to life and help me incentivize loyal shoppers with an exciting and enticing rewards program.

I'm in need of an experienced Java Selenium APIs tutor to help me automate test cases for two business web applications. Requirements: - Expertise in Java programming and IntelliJ for test automation. - Proficient in Selenium and APIs, particularly in creating automation scripts. - Knowledge of Cucumber for implementing BDD framework. - Ability to guide and advise on the automation process. This is a collaborative effort, I'm looking for someone who can not only help automate my test cases, but also teach me how to do it effectively. Also due to Coles VPN and restricted access, the job has to be online with connecting to my computer either through meetings with share screen or sharing through git hub!

I need someone who can develop and debug test automation, with a Java/Selenium/Maven/TestNG framework, for an Intranet web application. The automator should be located in Washington, DC, USAor in a metro-accessible DMV (DC/Maryland/Virginia) location. I need someone who can work next to me physically, as I am unable to allow anyone to remotely access my laptop because the project is running on a work computer and network, which is why I need someone local. Nobody on my team or project has experience with automation, and I'm having trouble with several framework design difficulties and test execution issues, which is why I need help. Outline of requirements: - Proficiency in Java programming language, Selenium, and TestNG - Be located in a metro-accessable DMV area, and work in-person...

I'm looking to create a marketplace platform for my tech company's IT consulting and digital marketing services. The aim is to showcase our services in a manner that ensures customers have a clear understanding of what's on offer, and get the assistance they need to make informed decisions. Key Requirements: - Facilitation of IT consulting and digital marketing services - Emphasis on customer understanding of the services offered - Assistance in understanding customer requirements during the consultation process - Proficient user experience design for the platform The ideal freelancer for this project would have experience in: - Developing marketplace platforms - IT consulting and digital marketing - Requirement gathering and analysis - User experience design This project...

I'm seeking a talented developer to create a custom Telegram bot for my company. The bot will serve as a communication tool and a source of information. Ideal Skills & Experience: - Proficiency in Telegram Bot API - Experience with bot design, including user input and automated messaging - Capable of implementing and managing information resources The main functionalities of the bot are: - Sending automated messages: The bot should be able to send pre-determined messages at set intervals. - Receiving user input: It should be able to interact with users and receive text input from them. - Providing information based on user queries: The bot needs to be able to present content from our company's internal library which will be provided upon Bot design by using MENU BUILDER. A...

I'm looking for an experienced Full Stack Developer who will be able to develop an existing web application that involves payment processing, coupled with database integration. The application will be tasked with creating bills for medical purposes. Key Responsibilities: * Implementation Functionality like cash register, Doku , and Patient Information * Understand problem of precision rounding in Javascript * Integrate a reliable payment processing system. * Create doku and medical bills in a secure, efficient, and user-friendly manner. Technical Skills Required: * Proficiency in PHP, JavaScript, HTML/CSS, JQuery, and Bootstrap. * Experience in payment processing and database integrations. Ideal freelancer should demonstrate previous, relevant experiences in any of the above-menti...

I'm seeking an experienced developer with deep knowledge of LiteSpeed Web ADC and its API. I would like to use API for LiteSpeed Web ADC to create users, settings, setting backend to manage LiteSpeed Web ADC using another control panel. HTTP REST API are OK. Is it possible to use LiteSpeed Web ADC for this or is it better to use it with cPanel? Thanks

I have an .iso programme that requires updating and repackaging. The programme needs bug fixes, and I am looking for a professional who can help identify and resolve these issues. Key Requirements: - Identify and fix bugs: I don't have a detailed list of known bugs, and thus, I need your expertise to identify and resolve them. - Repackaging: The program needs to be repackaged after fixing the bugs. - Online Distribution: The final product should be suitable for online download. Ideal Skills and Experience: - Expertise in programming and debugging .iso files. - Experience in software repackaging. - Ability to deliver software suitable for online distribution. Please include your approach to identifying bugs, any relevant experience you have, and how you plan to ensure the program i...

I'm in need of a professional to integrate bank and credit card payment methods into my existing system. The system should exclusively support transactions in Rupees. Key Requirement: - Creation of a new merchant account/payment gateway. I am not limited to specific payment gateways as long as the system-run transactions are secure and efficient. Ideal Skills: - Hands-on experience with payment gateway integration, especially for bank transfers and credit card payments - Proficient in managing and navigating through financial and payment platforms - Knowledgeable in Rupee-based transactions - Sound understanding of web security standards particularly relating to payment integrations is desirable you can see the current website build in progress on Odoo platform that need this int...

I need an experienced cucumber expert to write down test cases using the Gherkin language for the testing of my Java-built REST API. • The testing will involve a Java-based REST API implementing OAuth 2.0 for authorization. • You will require knowledge and experience in both Java and REST APIs. • Proficient in API testing methodologies, and identifying endpoints and corresponding HTTP methods. • The ability to build comprehensive Gherkin scenarios is critical. An ideal freelancer should be proficient in Java, familiar with REST APIs, and experienced in using Gherkin language for API testing. Experience in OAuth 2.0 authentication method is also necessary.

I am in need of an experienced Software Tester to evaluate the quality of a mobile application on both iOS and Android platforms. The main focus of the testing should be on Functional, Usability, and Performance aspects. Key Responsibilities: - Perform detailed Functional Testing to ensure that the mobile app meets all specified requirements and functions correctly. - Conduct Usability Testing to assess the user-friendliness of the app and identify any areas for improvement. - Carry out Performance Testing to evaluate the speed, responsiveness, and stability of the mobile application. Ideal Skills and Experience: - Proven experience in testing mobile applications, preferably on both Android and iOS platforms. - Strong understanding of software Quality Assurance processes and methodologie...

I need a C++ program that can solve a system of equations arising from GPS location calculation. The program should run on Windows, and should have a command-line interface, reading input data from a file. Key requirements: - Develop a C++ program that can solve a system of equations. - The program should run on Windows. - It should be strictly command-line based, with no graphical user interface. - Input data for the program will be read from a file. Ideal skills and experience for this project would include: - Strong proficiency in C++ - Experience in solving complex mathematical problems - Knowledge in handling file input and command-line interfaces. Please provide a clear time estimate of how long it would take you to deliver the program. If you have experience in GPS systems or r...

We are looking for a “Senior QA Specialist” having +7 years of development experience, or with 4+ years of QA experience, to join our distributed team, who designs & codes complex web & mobile applications. You will be in charge of having healthy product releases which do work without problems. Type -no mistakes- in your bid so we know you have actually read this description. You will be responsible for: - Overall quality of all project deliverables and prerelease versions, making sure they are problem free. - Planing, creating, executing tests to identify problems in the product. - Recording and analysing bugs and errors found during tests. - Tracking fixes of found issues. - Processing and replying to issue reports coming from Client and Users. You are ex...

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I'm looking for a developer skilled in python and Pytest who can focus on unit testing for my project. Primarily, the focus is to test the M2 application deployment and environment creation processes. The ideal candidate can delve into the codebase, understand the required specifics, and conduct the testing procedures in a systematic, efficient manner. Key tasks: - Developing and executing unit tests using Pytest - Zeroing in on testing M2 application deployment - Assuring quality of environment creation functionality - Evaluating and analyzing results of the tests Skills and Experience: - Proficiency in Python programming language - In-depth working knowledge of Pytest - Sound understanding of the software testing lifecycle - Prior experience in carrying out unit testing would be...

I'm in need of a seasoned SAP expert with a specific focus on the EHS module. The project entails both creating new recipes and optimizing existing ones to enhance product safety. Key Project Details: - Develop new and enhance existing recipes: I need a professional who can both develop new product recipes and enhance the existing ones within the SAP EHS module. The goal here is to improve product safety significantly. - SAP EHS expertise: Your expertise in the SAP EHS module is crucial. You should be well-versed and experienced in using this module for recipe development and enhancement. - Strong understanding of product safety: A deep understanding of product safety standards and best practices is essential. Your work should significantly improve the overall safety of our produ...

Want whatsapp chatbot for business use

As an Internet marketer, I'm looking for a specialist to further develop and fine tune a bulk cold email marketing software specifically for windows. Here are some requirements that I consider crucial: I assume the freelancer has substantial experience in advanced software development, particularly in email marketing software. Excellent understanding of Internet marketers' needs is also expected. Need to complete first version of software and can implement their thoughts/inputs as well to improve the software and its email inbox delivery. For next version we will pay as well also We pay monthly maintenance for the software.

Hello We need a Functional Bug tester to test our marketplace site for testing Affiliate sign up and traffic sending from a demo affiliate ( you). Top Payout We create milestone for 1 bug $45 . FUNCTIONAL BUGS ONLY you need to create multiple users in our software in order to test Genealogy and the affiliate tracking of deals submission and the adding of affiliate to Genealogy First to see if you find one. Not hard . PLEASE READ ALL DOCS SO YOU UNDERSTAND WHAT TO TEST WHAT AREA OF SOFTWARE Let's get started ! See all Zip read all and watch video Do not place bid or fake ones Only place bud after you state " I read all Zip documents and I have no questions - ready to start ! " Or " I read all Zip documents and I have questions - my questions are : 1. .....

Hey, I’m searching for someone who can do the smart ladder script for GtaV. The firetruck model I have already converted in Zmodeler. Here is the link:

مطلوب: مهندس برمجيات و اداره فريق المبرمجين و المطويرين Software engineer team manager developers نحن بحاجة إلى مدير فريق مهندس برمجيات كبير متمرس وكفؤ لقيادة فريق يعمل خصيصًا على تطبيقات الهاتف المحمول. سيكون هدفك الأساسي هو الإشراف على هذه المشاريع من البداية إلى النهاية، مما يضمن أن الفريق يقدم نتائج عالية الجودة، في الوقت المحدد. من الناحية المثالية، يجب أن يكون لديك: - خبرة مثبتة في إدارة فرق تطوير البرمجيات، خاصة في مجال تطبيقات الهاتف المحمول - مهارات القيادة والتواصل القوية – القدرة على تخطيط وإدارة الجداول الزمنية للمشروع بشكل فعال - سجل حافل في تقديم المشاريع الناجحة - معرفة أفضل الممارسات الصناعية في مجال تطوير البرمجيات، وخاصة لتطبيقات الهاتف المحمول. سيتطلب منك هذا الدور قيادة الفريق، وتوجيههم خلال تعقيدات المشروع، والتأكد من أن نتائج المشروع على أعلى مستوى. ستكون مسا...

I'm in need of an experienced web designer who can create an engaging and functional UI design for an online mall store. The project should encompass: • A introducing an enticing e-commerce platform. • Integration of a Customer Review System. Please note, the development portion of the customer review system should ideally be carried out using Python. Ideal candidate should carry: • Skilled proficiency in UI/UX design • Strong competence in Python • Previous experience with e-commerce platforms highly preferred. End result should be a user-friendly and aesthetic shopping platform with seamless reviews functionality. Yours sincerely.

Looking for a meticulous QA tester for our thriving online gaming platform. The scope of the projects includes: - Thorough testing of user interface for seamless interactions - Checking gameplay mechanics to ensure optimal user experience - Ensuring network connectivity is strong and consistent The freelancer needs to have a good understanding and experience with different gaming platforms, more specifically web-based platforms. Proficiency with various web browsers including Google Chrome, Mozilla Firefox, and Safari is desired. If you're a detail-oriented gamer and have a knack for finding hidden bugs, this role is for you!

I'm currently facing a technical issue within my project, specifically with software bugs and errors. I'm looking for a professional who can provide me with expert advice and guidance in resolving this matter. Key tasks: - Identify the root cause of the software bugs or errors that are affecting my project - Provide clear recommendations on how to resolve these issues - Offer guidance on best practices to prevent similar issues in the future Ideal skills and experience: - Proven experience in software development, particularly in identifying and resolving software bugs and errors - Ability to understand and work with the existing codebase and project structure - Strong problem-solving and analytical skills - Excellent communication and ability to explain complex technical iss...

I'm looking for a skilled Java developer to help with a dependency issue in my project. The dependency currently has a compile time scope and we need to update it to a test scope. This update is moderately important, but it is essential for the project's integrity. The main goal behind this update is to resolve conflicts with other dependencies. One of the modules of the project is using a class textContext from the package 'context' from the same dependency, madhattee.fixture. This class is primarily used for unit testing, and it's crucial that the update does not disrupt this functionality. Ideal skills for this job: - Strong Java development experience - Proficiency in managing and updating dependencies - Familiarity with testing frameworks, especially JUnit ...

I am looking for a highly skilled and experienced C programmer to work on and complete a software development project 72 hours from now. This project requires knowledge in kernel-level programming. Key Responsibilities: - Developing new, high-efficiency software - Implementing kernel-level programming - Documenting results The ideal programmer for this project will have: - Advanced experience in C programming - In-depth understanding of kernel-level programming - A proactive approach, able to identify and solve any potential issues - A proven track record in developing high-performance software applications Your role is crucial to the successful implementation of this software; therefore, accurate and high-quality work is paramount. You need to understand the project requirements thor...

For a lawsuit we need some technical over viewing and stress report .about this floating stair with only one stringer fixed on a wall of bricks.

I have to create a CRM in which I extract PDF files via soap

I am actively looking for an IT support specialist possessing expert level skills in Hardware troubleshooting, software installation, and network configuration. They must have distinct expertise in handling Windows operating system. The duties and skills required include: - Troubleshooting hardware devices and tools, - Installing different software programs, - Configuring and maintaining network set-ups, - Flair in Windows OS management and operations. Extensive prior experience and a proven track record in these fields are indispensable. Proficient use of technical tools and adept problem-solving abilities will separate you from the rest. An expert level professional should be able to accurately diagnose issues and resolve them promptly.

Need a bot that will only allow one message "/verify *email*" in a channel then the bot already built to handle /verify will respond and grant necessary roles We then need it to delete the interaction between them

I am seeking a highly skilled Embedded Engineer specializing in creating LCD drivers. Key Functionalities: - LCD DRIVER INTERNAL SETTINGS The LCD screen size will be below 3 inches. I require the work to be precise, efficient, and reliable. Ideal Skills: - Extensive experience in embedded engineering - Proven knowledge in LCD Driver development - Good understanding of hardware specifications and power optimization - Previous experience in working on small size LCD displays would be an added advantage. Please bid only if you meet the above mentioned requirements. Looking forward to your proposals.

**PLEASE SEE AND READ THE ATTACHED PDF WEB DEMO ACCOUNT A report is required with the following information: Report where it marks the maximum fuel level value (load) in this case it is 20,000 liters The report must have the condition to take the load point if it was kept at a high level for more than 10 minutes, it has not moved and the value did not change, let's say 5000,10000,15000,20000lts, it will mark it as load, when it is stopped for 10 minutes and begins to detect discharge movement of more than 2000 liters, it will take the last largest value as the discharge. • The report must be generated in the same place where they are currently generated (image 1). The PDF, HTML and XLS format is required, such as those for Fuel fillings and Fuel thefts. • What we want t...

I'm seeking an accomplished freelancer to develop a web-based page layout app intended to create well laid out books for the general public. Key Features Expected: - Drag and drop functionality to enable easy placing and rearranging of elements on a page. Good page layout with intelligent cut off at the bottom of page and optimized layout of photographs With not pre establised template. Ideal Candidate: - Proficient in web-based application development. - Proven track record of creating interactive apps with drag and drop features. - A good understanding of user-friendly design, particularly for non-professional users. - Familiarity with cross-browser compatibility and responsive design. An aptitude to create algorithms for best use of a printed page. Your thoughtful suggesti...

I am looking for an expert to automate my daily incremental SQL scripting to extract multiple tables from my ERP system, and export them to CSV files. Key Requirements: - The system in question is Progress/OpenEdge. - The extraction should include tables such as Customers, Orders, Products, General Ledger detail, Job Costs, Invoicing, and Budgets. - The script should be set to run on a daily basis. I need a freelancer who: - Has a strong grasp of Progress/OpenEdge. - Has experience with automated SQL scripting. - Can efficiently export data to CSV files.

We're looking for a developer experienced with AWS Amplify, API Gateway & Cognito to... 1: Fix the integration between registration form on web app and existing cognito user pool such that registration and login/logout works. 2: Deliver integration with mapping service to display registered users on web app map. 3: Deliver integration with API of a 3rd party IoT service along with some basic business logic. This work forms part of a wider development by a green tech start up. The opportunity to take an equity stake in the business is an option if a suitable candidate is identified. Note that project details will only be disclosed under NDA.

Portal details: We are seeking a highly skilled Drupal developer tin developing our existing Case Management System into a modular and API-driven architecture. The project involves migrating from Drupal 6 to the latest version of Drupal while implementing a Model-View-Controller (MVC) pattern to enhance maintainability and scalability. Responsibilities: • Analyze the existing codebase to identify areas for modularization and API integration. • Design and implement modular architecture following MVC principles, ensuring clear separation of concerns. • Develop RESTful APIs to facilitate communication between modules, adhering to industry best practices. • Refactor and migrate existing functionalities into the new architecture, replacing hard-coded dependencies with AP...

I need an expert freelancer with a strong understanding of Remotask to assist me in setting up my account. The job: - Setting up the account details: I'm looking for someone who can guide me through the process of setting up my Remotask account. This includes providing me with all the necessary details, ensuring my profile is complete, and familiarising me with the platform's interface. Skills and experience: - Extensive familiarity with the Remotask platform - Previous experience in assisting others in setting up accounts on this platform - Excellent communication skills to guide me effectively Ideally, I would like an Indian freelancer as per the project requirements.

I'm looking for a skilled developer to create a social networking application that can work seamlessly on iOS, Android, and web platforms. Key Features: - User Profiles: The app should have a robust user profile system. - Messaging System: A real-time messaging feature that is reliable and user-friendly. Experience Required: - Proven track record in developing cross-platform mobile applications (iOS and Android) with a web counterpart. - Strong expertise in implementing social networking features such as user profiles and messaging systems. - Familiarity with UX/UI design principles for a seamless user experience across different platforms. Please note that the project scope may expand based on further discussions and I'm open to suggestions for additional features that cou...

In need of an AI expert to create a proof-of-concept model for accurately matching laboratory supplies. Key Responsibilities: - Building an AI system tailored toward processing less than 5 attributes per item. - Ensuring accuracy in matching products, specifically focusing on laboratory supplies. Ideal Candidate: - Highly skilled in AI development. - Previous experience in product matching software. - Knowledgeable about laboratory supplies preferred. Expectations: The chosen freelancer will deliver a proof-of-concept model highlighting how the AI system improves accuracy in matching each lab supply based on specified attributes. Your creativity and expert insight are crucial in reducing manual efforts in our current process.