103 Application Developer jobs in Oman

This range is provided by TAT IT Technolgies. Your actual pay will be based on your skills and experience — talk with your recruiter to learn more.

We have an urgent requirement for C# .Net Developer - experience in mobile application for our client in Oman.

• At least 5 years of experience in programming.
• To have the skill of training and transferring knowledge and experiences to others.
• Providing consultations and solutions in systems development.
• To have the ability to solve problems and find appropriate solutions to them.
• The ability to collect, understand and analyze needs to design, develop, implement and provide support to programs.
• To have the ability to communicate, work within a team, and take initiative in developing work.
• Using artificial intelligence tools in developing systems and programs.

• Programming languages (C#, VB.NET, XML, XSL, JAVA, PHP).
• Web technologies (SharePoint, ASP.NET, .Net Core, HTML5, JQUERY, AJAX, DHTML, CSS, XML, JavaScript - IIS).
• Databases (Microsoft SQL Server Administration and Development, MongoDB, PostgreSQL).
• Dealing with servers, networks and information security.
• Preferably those with experience in Mobile Applications.

• Associate

• Contract

• Engineering and Information Technology

• Technology, Information and Internet

Referrals increase your chances of interviewing at TAT IT Technolgies by 2x.

Get notified about new Software Engineer jobs in Muscat, Masqaţ, Oman .

This range is provided by TAT IT Technolgies. Your actual pay will be based on your skills and experience - talk with your recruiter to learn more.

We have an urgent requirement for C# .Net Developer - experience in mobile application for our client in Oman.

• At least 5 years of experience in programming.
• To have the skill of training and transferring knowledge and experiences to others.
• Providing consultations and solutions in systems development.
• To have the ability to solve problems and find appropriate solutions to them.
• The ability to collect, understand and analyze needs to design, develop, implement and provide support to programs.
• To have the ability to communicate, work within a team, and take initiative in developing work.
• Using artificial intelligence tools in developing systems and programs.

• Programming languages (C#, VB.NET, XML, XSL, JAVA, PHP).
• Web technologies (SharePoint, ASP.NET, .Net Core, HTML5, JQUERY, AJAX, DHTML, CSS, XML, JavaScript - IIS).
• Databases (Microsoft SQL Server Administration and Development, MongoDB, PostgreSQL).
• Dealing with servers, networks and information security.
• Preferably those with experience in Mobile Applications.

• Associate

• Contract

• Engineering and Information Technology

• Technology, Information and Internet

Referrals increase your chances of interviewing at TAT IT Technolgies by 2x.

Get notified about new Software Engineer jobs in Muscat, Masqaţ, Oman .

This is a general track for security-focused engineering in every team at Canonical, across all levels of seniority. Apply here if you are already an exceptional security-focused software engineer.

Most product engineering teams at Canonical include one or two spaces for dedicated security-oriented software engineers. Their role is to challenge the entire team to think more deeply about security. They contribute to the product as engineers too, but their primary focus is to improve security through state of the art practices - from table-top threat model exercises to architecture reviews, from extended security testing with fuzzers and static analysis tools to external security analyst liaison.

We also build a number of products that are entirely motivated by security technology and requirements, such as our AppArmor kernel investments and our hardening, compliance and certification toolkits for Ubuntu.

As the publisher of Ubuntu we also handle long-term security response and hardening for the entire operating system and open source universe. Working with tens of thousands of upstreams means that we need to be fluent in every major programming language, and design, build and adopt sophisticated tools that enable us to work at scale and speed with confidence.

These roles encompass all aspects of product security, including feature development, vulnerability response, proactive security and open source community participation. All security roles interact closely with many of the other Canonical engineering and development teams, Canonical customers and our partners across the open source community.

Location: We have open roles for security specialist software engineers in every timezone.

What you'll do

Security roles might tackle any of the following:

• Define, implement and document new security features
• Lead security-oriented thinking in a product engineering team
• Analyze, fix, and test vulnerabilities in Canonical and open source Software
• Contribute to Ubuntu and upstream projects to benefit the community
• Audit and analyze source code for vulnerabilities
• Integrate new tools in our security infrastructure, pipelines and processes
• Achieve and retain various security certifications
• Extend and enhance Linux cryptographic components - specifically with modules such as OpenSSL/Libgcrypt - with the features and functionality required for country-specific compliance such as FIPS and CC certification
• Work with external partners to develop CIS benchmarks
• Design and develop hardening automation for Ubuntu
• Monitor the security industry for new developments
• Develop, test and maintain new software capabilities
• Provide guidance and support to other engineering teams
  
  

• An exceptional academic track record from both high school and university
• Undergraduate degree in Computer Science or STEM, or a compelling narrative about your alternative path
• Drive and a track record of going above-and-beyond expectations
• A thorough understanding of the common categories of security vulnerabilities
• Modern engineering techniques to find and fix them
• Familiarity with open source development tools and methodologies
• Skill in one or more of C, Python, Go, Rust, Java, Ruby or PHP
• Experience as a security champion
• Experience driving security within a wider SDLC process
• Professional written and spoken English
• Experience with Linux (Debian or Ubuntu preferred)
• Excellent interpersonal skills, curiosity, flexibility, and accountability
• Passion, thoughtfulness, and self-motivation
• Excellent communication and presentation skills
• Result-oriented, with a personal drive to meet commitments
• Ability to travel twice a year, for company events up to two weeks each
  
  

• Clear and effective communication with the team and Ubuntu community members
• Experience working with Linux Kernel
• Security Certification experience and knowledge in FIPS and/or CC
• Experience with OVAL (Open Vulnerability Assessment Language)
• Knowledge of and familiarity with low-level Linux cryptography APIs
• Demonstrated high learning ability
• Performance engineering experience
  
  

• Distributed work environment with twice-yearly team sprints in person
• Personal learning and development budget of USD 2,000 per year
• Annual compensation review
• Recognition rewards
• Annual holiday leave
• Maternity and paternity leave
• Employee Assistance Programme
• Opportunity to travel to new locations to meet colleagues
• Priority Pass, and travel upgrades for long haul company events
  
  

PLS Pte Ltd is a dynamic company committed to delivering innovative solutions across diverse industries. Our vision is to lead globally by creating impactful solutions, while our mission is to provide exceptional value through expertise, collaboration, and creativity. We offer various services, including custom software solutions, cutting-edge technology, consulting, project management, and quality assurance. Our strengths lie in innovation, expertise, customer-centricity, and integrity. Join us to transform challenges into opportunities and drive growth together.

You will be responsible for:

1. Design, develop, and maintain web applications using C# , React.js , and MS SQL Server .
2. Collaborate with cross-functional teams to gather and analyze requirements.
3. Write clean, efficient, and well-documented code.
4. Troubleshoot and debug applications to ensure optimal performance.
5. Participate in code reviews and contribute to best practices and continuous improvement.

1. Minimum 3 years of hands-on experience in software development with C#, React.js , and MS SQL Server .
2. Strong understanding of software development principles and design patterns.
3. Experience with REST APIs, and agile development methodologies.
4. Self-motivated, responsible, and able to work independently in a remote environment .
5. Good communication skills and a collaborative mindset.

• Work alongside & learn from best in class talent.
• A role that offers a breadth of learning opportunities.
• Fantastic work culture.

Join to apply for the HPC Software Engineer role at Canonical

1 month ago Be among the first 25 applicants

Join to apply for the HPC Software Engineer role at Canonical

Canonical is a leading provider of open source software and operating systems to the global enterprise and technology markets. Our platform, Ubuntu, is very widely used in breakthrough enterprise initiatives such as public cloud, data science, AI, engineering innovation and IoT. Our customers include the world's leading public cloud and silicon providers, and industry leaders in many sectors. The company is a pioneer of global distributed collaboration, with 1000+ colleagues in 70+ countries and very few office based roles. Teams meet two to four times yearly in person, in interesting locations around the world, to align on strategy and execution.

The company is founder led, profitable and growing.

HPC is an important and technically challenging compute domain, with specialised tooling and a very high expectation of precision, efficiency and automation. This role is for a software engineer to join our HPC team to deliver an outstanding HPC experience - from bare metal to public cloud - as part of the broader Ubuntu platform. We are looking for a range of skills and experience, and will work on everything from the kernel to Debian packaging, but the heart of our effort will be Python software development for automation of key software in the HPC sphere. Our focus is on delivering a world class experience for the operation of the HPC cluster itself.

You will be part of the team that delivers charms that deploy and manage the HPC cluster and provide HPC software packages.

To succeed in this application you must be outstanding at maths and sciences, have built high quality software, have learned about open source ideally by working on it directly, and be looking for an engineering role with a company that makes mission-critical products for the global market. You should also be familiar with the open source environment, and want to build products in partnership with a community. Ideally, you should have some experience of high performance computing environments and a desire to unlock HPC for the world.

For this role you must have experience with Python. Experience in HPC environments is a strong advantage. Familiarity with HPC hardware and software is also a strong advantage - delivering great experiences with Infiniband, RDMA, CUDA, MPI, Slurm, Lustre, Singularity and related technologies will be central to this team's work. It will also be advantageous to have experience with Docker image design and operations, and public cloud image design and operations.

Location: This role will be based remotely in EMEA or the Americas regions

What your day will look like

• Write high quality, rigorously designed Python software
• Collaborate proactively with a globally distributed team
• Debug issues and produce high quality code to fix them
• Contribute to technical documentation that define best practices for authoring high quality operators
• Discuss ideas and collaborate on finding good solutions
  
  

• You have a Bachelor's or equivalent in Computer Science, STEM or similar degree
• You have experience with writing modern, maintainable Python
• You love technology and working with brilliant people
• You are curious, flexible, articulate, and accountable
• You value soft skills and are passionate, enterprising, thoughtful, and self-motivated
• You have interest and experience with two or more of the following: Linux, Kubernetes, Public cloud, OpenStack, LXC/LXD, Python, Go, Debian packaging
• An exceptional academic track record from both high school and preferably university
• Willingness to travel up to 4 times a year for internal events
  
  

• Experience operating HPC clusters in production
• Experiences with Infiniband, RDMA, CUDA, MPI, Slurm, Lustre, and/or Singularity
  
  

• Distributed work environment with twice-yearly team sprints in person
• Personal learning and development budget of USD 2,000 per year
• Annual compensation review
• Recognition rewards
• Annual holiday leave
• Maternity and paternity leave
• Employee Assistance Programme
• Opportunity to travel to new locations to meet colleagues from your team and others
• Priority Pass for travel and travel upgrades for long haul company events
  
  

• Seniority level Entry level

• Employment type Full-time

• Job function Engineering and Information Technology
• Industries Software Development

Referrals increase your chances of interviewing at Canonical by 2x

Get notified about new Software Engineer jobs in Muscat, Masqaţ, Oman .

We’re unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI.

This is a general track for security-focused engineering in every team at Canonical, across all levels of seniority. Apply here if you are already an exceptional security-focused software engineer.

Most product engineering teams at Canonical include one or two spaces for dedicated security-oriented software engineers. Their role is to challenge the entire team to think more deeply about security. They contribute to the product as engineers too, but their primary focus is to improve security through state of the art practices - from table-top threat model exercises to architecture reviews, from extended security testing with fuzzers and static analysis tools to external security analyst liaison.

We also build a number of products that are entirely motivated by security technology and requirements, such as our AppArmor kernel investments and our hardening, compliance and certification toolkits for Ubuntu.

As the publisher of Ubuntu we also handle long-term security response and hardening for the entire operating system and open source universe. Working with tens of thousands of upstreams means that we need to be fluent in every major programming language, and design, build and adopt sophisticated tools that enable us to work at scale and speed with confidence.

These roles encompass all aspects of product security, including feature development, vulnerability response, proactive security and open source community participation. All security roles interact closely with many of the other Canonical engineering and development teams, Canonical customers and our partners across the open source community.

Location: We have open roles for security specialist software engineers in every timezone.

What you'll do

Security roles might tackle any of the following:

• Define, implement and document new security features
• Lead security-oriented thinking in a product engineering team
• Analyze, fix, and test vulnerabilities in Canonical and open source Software
• Contribute to Ubuntu and upstream projects to benefit the community
• Audit and analyze source code for vulnerabilities
• Integrate new tools in our security infrastructure, pipelines and processes
• Achieve and retain various security certifications
• Extend and enhance Linux cryptographic components - specifically with modules such as OpenSSL/Libgcrypt - with the features and functionality required for country-specific compliance such as FIPS and CC certification
• Work with external partners to develop CIS benchmarks
• Design and develop hardening automation for Ubuntu
• Monitor the security industry for new developments
• Develop, test and maintain new software capabilities
• Provide guidance and support to other engineering teams
  
  

• An exceptional academic track record from both high school and university
• Undergraduate degree in Computer Science or STEM, or a compelling narrative about your alternative path
• Drive and a track record of going above-and-beyond expectations
• A thorough understanding of the common categories of security vulnerabilities
• Modern engineering techniques to find and fix them
• Familiarity with open source development tools and methodologies
• Skill in one or more of C, Python, Go, Rust, Java, Ruby or PHP
• Experience as a security champion
• Experience driving security within a wider SDLC process
• Professional written and spoken English
• Experience with Linux (Debian or Ubuntu preferred)
• Excellent interpersonal skills, curiosity, flexibility, and accountability
• Passion, thoughtfulness, and self-motivation
• Excellent communication and presentation skills
• Result-oriented, with a personal drive to meet commitments
• Ability to travel twice a year, for company events up to two weeks each
  
  

• Clear and effective communication with the team and Ubuntu community members
• Experience working with Linux Kernel
• Security Certification experience and knowledge in FIPS and/or CC
• Experience with OVAL (Open Vulnerability Assessment Language)
• Knowledge of and familiarity with low-level Linux cryptography APIs
• Demonstrated high learning ability
• Performance engineering experience
  
  

• Distributed work environment with twice-yearly team sprints in person
• Personal learning and development budget of USD 2,000 per year
• Annual compensation review
• Recognition rewards
• Annual holiday leave
• Maternity and paternity leave
• Employee Assistance Programme
• Opportunity to travel to new locations to meet colleagues
• Priority Pass, and travel upgrades for long haul company events
  
  

Join to apply for the HPC Software Engineer role at Canonical

1 month ago Be among the first 25 applicants

Join to apply for the HPC Software Engineer role at Canonical

Canonical is a leading provider of open source software and operating systems to the global enterprise and technology markets. Our platform, Ubuntu, is very widely used in breakthrough enterprise initiatives such as public cloud, data science, AI, engineering innovation and IoT. Our customers include the world's leading public cloud and silicon providers, and industry leaders in many sectors. The company is a pioneer of global distributed collaboration, with 1000+ colleagues in 70+ countries and very few office based roles. Teams meet two to four times yearly in person, in interesting locations around the world, to align on strategy and execution.

The company is founder led, profitable and growing.

HPC is an important and technically challenging compute domain, with specialised tooling and a very high expectation of precision, efficiency and automation. This role is for a software engineer to join our HPC team to deliver an outstanding HPC experience - from bare metal to public cloud - as part of the broader Ubuntu platform. We are looking for a range of skills and experience, and will work on everything from the kernel to Debian packaging, but the heart of our effort will be Python software development for automation of key software in the HPC sphere. Our focus is on delivering a world class experience for the operation of the HPC cluster itself.

You will be part of the team that delivers charms that deploy and manage the HPC cluster and provide HPC software packages.

To succeed in this application you must be outstanding at maths and sciences, have built high quality software, have learned about open source ideally by working on it directly, and be looking for an engineering role with a company that makes mission-critical products for the global market. You should also be familiar with the open source environment, and want to build products in partnership with a community. Ideally, you should have some experience of high performance computing environments and a desire to unlock HPC for the world.

For this role you must have experience with Python. Experience in HPC environments is a strong advantage. Familiarity with HPC hardware and software is also a strong advantage - delivering great experiences with Infiniband, RDMA, CUDA, MPI, Slurm, Lustre, Singularity and related technologies will be central to this team's work. It will also be advantageous to have experience with Docker image design and operations, and public cloud image design and operations.

Location: This role will be based remotely in EMEA or the Americas regions

What your day will look like

• Write high quality, rigorously designed Python software
• Collaborate proactively with a globally distributed team
• Debug issues and produce high quality code to fix them
• Contribute to technical documentation that define best practices for authoring high quality operators
• Discuss ideas and collaborate on finding good solutions
  
  

• You have a Bachelor's or equivalent in Computer Science, STEM or similar degree
• You have experience with writing modern, maintainable Python
• You love technology and working with brilliant people
• You are curious, flexible, articulate, and accountable
• You value soft skills and are passionate, enterprising, thoughtful, and self-motivated
• You have interest and experience with two or more of the following: Linux, Kubernetes, Public cloud, OpenStack, LXC/LXD, Python, Go, Debian packaging
• An exceptional academic track record from both high school and preferably university
• Willingness to travel up to 4 times a year for internal events
  
  

• Experience operating HPC clusters in production
• Experiences with Infiniband, RDMA, CUDA, MPI, Slurm, Lustre, and/or Singularity
  
  

• Distributed work environment with twice-yearly team sprints in person
• Personal learning and development budget of USD 2,000 per year
• Annual compensation review
• Recognition rewards
• Annual holiday leave
• Maternity and paternity leave
• Employee Assistance Programme
• Opportunity to travel to new locations to meet colleagues from your team and others
• Priority Pass for travel and travel upgrades for long haul company events
  
  

• Seniority level Entry level

• Employment type Full-time

• Job function Engineering and Information Technology
• Industries Software Development

Referrals increase your chances of interviewing at Canonical by 2x

Get notified about new Software Engineer jobs in Muscat, Masqaţ, Oman .

We're unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI.

This role is one of our general tracks. Apply here for all engineering teams at Canonical who work on low-level system technology on autonomous devices across all seniority levels.

We hire careful and conscientious engineers who appreciate the challenge of memory, performance, battery and connectivity constrained code that has to work every time in an unreliable and unforgiving world, on x86, ARM or RISC-V silicon.

Canonical Ubuntu is the leading Linux for software engineers, desktops, cloud and IoT. We bring open source to the world as a high-performance, safe and secure platform for enterprise computing, software engineering, and connected devices.

These smart, connected devices have the potential to transform every industry. Classic Ubuntu – desktop or server – is widely used in embedded systems because of its developer focus and enterprise grade security maintenance. We partner with the world's most prominent silicon companies to optimise Ubuntu on their latest and greatest chips, as well as with major OEMs and ODMs (PC, servers and connected device manufacturers) to ensure that Ubuntu works perfectly on their hardware.

But while classic, 'deb' based Ubuntu is ideal for developers, it has too much variability for appliance or connected device environments, where you want to know *exactly* what the state of millions or billions of devices might be. So Canonical builds Ubuntu Core, a fully containerised version of Ubuntu that is mathematically precise and rigorously secure. We are working on additional solutions for even smaller devices.

We have several teams that focus on open source for embedded environments. We hire outstanding Linux software engineers with a passion for open source, innovation, cutting-edge hardware and software technologies in general. You will be expected to make significant contributions through high-quality design and code, and to develop your technical leadership.

These roles include:

• Ubuntu Core and snapd software development
• Silicon software and optimisation engineers
• Kernel driver and hardware enablement engineers
• Hardware-centric Linux QA Engineers
• Hardware Certification Engineers
• Robotics engineers
• Industrial IoT software engineers
• Networking software engineers (switching, routing, access and SmartNICs)
  
  

• Work with the latest Linux kernel and open source technologies
• Deliver Ubuntu for the latest IoT and server-class hardware platforms
• Integrate and maintain device-oriented software stacks
• Write high-quality, well-designed software
• Collaborate proactively with other globally distributed teams
• Display technical leadership internally and within our external communities
• Help our customers ship their apps and SDKs on Ubuntu
• Build device OS images with Ubuntu Core, Desktop and Server
• Optimise the Ubuntu kernel and libraries for silicon-specific capabilities
• Debug issues and produce high-quality code to fix them
• Contribute to technical documentation to make it the best of its kind
• Discuss ideas and collaborate on finding good solutions
• Participate as technical lead on complex customer engagements involving complete system architectures from cloud to edge
• Work usually from home, with global travel 2 to 4 weeks for company events
  
  

• An exceptional academic track record from both high school and university
• Drive and a track record of going above-and-beyond expectations
• Undergraduate degree in Computer Science or STEM, or a compelling narrative about your alternative path
• Experience with Linux (Debian or Ubuntu preferred)
• Passion for Linux or embedded systems software (e.g. kernel, graphics, Yocto)
• Fluency in at least one of Golang, C, C++, or Rust
• Professional written and spoken English
• Excellent interpersonal skills, curiosity, flexibility, and accountability
• Passion, thoughtfulness, and self-motivation
• Excellent communication and presentation skills
• Result-oriented, with a personal drive to meet commitments
• Ability to travel twice a year, for company events up to two weeks each
  
  

• Experience with Debian/Ubuntu or other distro packaging
• Understanding of build systems and toolchains, including for cross-compilation
• Experience with firmware, uboot, UEFI, ACPI, DSDT, or boot loaders
• Experience with power management on PCI ASPM, SATA ALPM, low power profiles
• Computer architecture knowledge of x86, ARM, RISC-V
• Experience in board design, bring up, and validation
• Experience with electrical engineering design tools (e.g. schematic capture, layout)
• Familiarity with Ubuntu development model
• Performance engineering and security experience
• Shell or Python scripting skills
  
  

• Distributed work environment with twice-yearly team sprints in person
• Personal learning and development budget of USD 2,000 per year
• Annual compensation review
• Recognition rewards
• Annual holiday leave
• Maternity and paternity leave
• Employee Assistance Programme
• Opportunity to travel to new locations to meet colleagues
• Priority Pass, and travel upgrades for long haul company events
  
  

Join to apply for the Juju Software Engineer (Go) role at Canonical

1 day ago Be among the first 25 applicants

Join to apply for the Juju Software Engineer (Go) role at Canonical

Canonical is a leading provider of open source software and operating systems to the global enterprise and technology markets. Our platform, Ubuntu, is very widely used in breakthrough enterprise initiatives such as public cloud, data science, AI, engineering innovation, and IoT. Our customers include the world's leading public cloud and silicon providers, and industry leaders in many sectors. The company is a pioneer of global distributed collaboration, with 1200+ colleagues in 75+ countries and very few office-based roles. Teams meet two to four times yearly in person, in interesting locations around the world, to align on strategy and execution.

The company is founder-led, profitable, and growing.

We are hiring a Software Engineer to contribute to the development of Juju, a large open-source Go project that powers complex distributed software systems across the world.

Juju is the engine behind model-driven operations, providing a means to operate complex software on public cloud, private cloud, Kubernetes, and bare-metal. Combined with the Ops framework, Juju provides a complete solution for applications and infrastructure management.

Many internal and external teams depend on Juju to deliver their products and services - from Canonical Managed Solutions, our OpenStack and cloud delivery teams, to Fortune 500 companies.

Location: This is a Globally remote role.

What your day will look like

• Contribute to the design, delivery, and support of features in a highly concurrent, highly distributed system that drives cloud automation and software operations at scale.
• Collaborate proactively with a distributed team
• Debug issues and interact with upstream communities publicly
• Work with helpful and talented engineers including experts in many fields
• Discuss ideas and collaborate on finding good solutions
• Work from home with global travel for 2 to 4 weeks per year for internal and external events
  
  

• Experience developing software using Go.
• Excellent communication skills in the English language, both verbal and written, especially in online environments
• An exceptional academic track record from both high school and preferably university
• Willingness to travel up to 4 times a year for internal events
  
  

• Hands-on experience developing highly concurrent distributed systems
• Experience with container technologies (Docker, LXD, Kubernetes, etc.)
• Solid networking background and experience
• Experience with agile software development methodologies
• Experience in the Linux and open-source software world
• Experience with configuration management software (Ansible, Chef, Puppet, et al.)
• Working knowledge of cloud computing
• Experience with software packaging (Debian, snaps)
• Programming with, and operating, SQL and NoSQL databases
• Experience working on a distributed team on an open source project -- even if that is community open source contributions.
• Demonstrated track record of Open Source contributions
• Prior experience developing plugins for Terraform
  
  

• Distributed work environment with twice-yearly team sprints in person - we've been working remotely since 2004!
• Personal learning and development budget of USD 2,000 per year
• Annual compensation review
• Recognition rewards
• Annual holiday leave
• Maternity and paternity leave
• Employee Assistance Programme
• Opportunity to travel to new locations to meet colleagues from your team and others
• Priority Pass for travel and travel upgrades for long haul company events
  
  

• Seniority level Entry level

• Employment type Full-time

• Job function Engineering and Information Technology
• Industries Software Development

Referrals increase your chances of interviewing at Canonical by 2x

We’re unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI.