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Beyond Unit Tests: Using AI to Find Secret Failures in Distributed Systems
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Beyond Unit Tests: Using AI to Find Secret Failures in Distributed Systems

by Software Testing Magazine in Articles 0

As distributed systems are too complex for deterministic testing, AI can help. In this article, Naveen Prakash proposes an approach based on the ideas of chaos engineering and AI-assisted testing. The focus shifts from testing individual pieces to understanding what happens when many services run together under unpredictable conditions. share share share share 

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Software Testing Videos

Story Maps and Behavior-Driven Development (BDD)

January 30, 2026 2

This is a hands-on practical session about agile testing where participants split into groups and learn how to do story mapping and how to write Given-When-Then Behavior-Driven Development (BDD) tests.

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Articles

Software Quality Assurance as a Real Product Habit

May 21, 2026 0

Every digital product reaches a point where “it works on my machine” is no longer enough. A web app has to behave correctly across browsers, a mobile app has to feel smooth on different devices, an API has to stay predictable under real use, and a streaming platform has to deliver content without strange playback issues.

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Knowledge

  • Beyond Unit Tests: Using AI to Find Secret Failures in Distributed Systems

    May 18, 2026 0
    As distributed systems are too complex for deterministic testing, AI can help. In this article, Naveen Prakash proposes an approach based on the ideas of chaos engineering and AI-assisted testing. The focus shifts from testing individual pieces to understanding what happens when many services run together under unpredictable conditions. share share share share 

  • How Software Testers Can Learn From NBA Players

    May 18, 2026 0
    Software testers have demanding roles, with test plans to create, harmful bugs to identify, and more. Alongside this, NBA players have their own challenges. While both professions are entirely different on the whole, there are some mental elements that software testers can look to learn from when assessing the strong [...]

  • Software Quality in Competitive Gaming Platforms: Can Modern QA Keep Up With User Expectations?

    May 14, 2026 0
    Within the digital entertainment industry, software quality assurance shapes how users experience fast-moving platforms under constant demand. While some companies focus on speed of deployment, others prioritize platform stability, performance testing, and seamless user interaction. share share share share 

  • How Software Testing Ensures Fairness In Slots Games

    May 12, 2026 0
    Software testers have many steps to take from receiving a slot game to test to delivering that seal of approval. They must examine the accuracy of the random number generator (RNG) and verify payout percentages. Bonus features must function correctly while ensuring the software works across multiple device types. share share share share 

Tools

  • Streamline Quality Assurance Processes with Next-generation Test Management Tools

    November 25, 2025 0
    The challenges faced by QA teams can lead to delays and missed issues in software development. But AI-powered test management tools provide a way of improving efficiency, visibility, and overall software quality. share share share share 

  • Free Load Testing Tools & Services

    October 31, 2025 5
    The software development trend that shifts the target platform from the desktop to web, cloud and mobile applications has fostered the development of load testing services and performance testing tools on the web. It is an obvious option to use web-based and cloud-based load testing tools for applications that can [...]

  • Open Source Test Reporting Tools

    October 13, 2025 3
    Running automated tests is a good thing for software quality assurance. Test reporting tools help you understand the results of the current test run. You could also be interested to see how your tests results evolve over time. Here are some open source tools to help you do this, as [...]

  • Open Source Bug Tracking Tools

    July 16, 2025 3
    Bugs, issue, defect, there are many names to define the problems you have with software, either during the code development phase or when the application is already in production. Bug tracking tools are an integrated part of a software quality and software testing strategy and there are many open source [...]

Videos

  • Best Practice for Property-Based Testing

    December 3, 2025 1
    This talk aims to introduce property-based testing, why you may want to use it, and real-life use cases for including it in code bases. Property-based testing is an approach to testing that involves specifying statements that should always be true [...]

  • The Testing Pyramid in the Age of AI: From Unit, Integration to API Testing

    November 3, 2025 1
    In an era where artificial intelligence (AI) writes code, reviews pull requests, and even generates tests, how does the standard Testing Pyramid still hold up? Has it quietly crumbled under more modern demands? share share share share 

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