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Manual Testing as the Human-in-the-Loop Control Layer for AI

by Software Testing Magazine in Articles 0

Some engineering work is easy to describe precisely: Write a PDF parser or implement IMAP correctly. Write a compiler against a defined language spec. The work may still be hard, but the target is clear enough that a machine can keep trying, checking, and improving. share share share share 

Featured

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.

Featured

Using Software Testing to Choose the Right AI Video Maker
Articles

Using Software Testing to Choose the Right AI Video Maker

May 5, 2026 0

If you’ve ever spent hours generating videos with an AI tool only to end up with inconsistent results, choppy transitions, or outputs that barely resemble what you had in mind—you already know the frustration. The AI video creation space is booming, and with dozens of platforms competing for your attention, picking the right one can feel overwhelming.

Knowledge

  • Testing User Experience and Ad Performance on Tatari

    May 1, 2026 0
    Connected TV advertising has changed how brands reach audiences. It blends data, targeting, and storytelling in one channel. Testing plays a critical role in making sure campaigns perform as expected. It also ensures users have a smooth viewing experience. share share share share 
  • Software Audit in Practice: How Teams Evaluate Code They Didn’t Originally Build

    May 1, 2026 0
    Modern software rarely starts and ends with the same team. Products grow, companies change direction, developers rotate, and codebases quietly absorb years of decisions. Some good, some rushed, some never fully explained. share share share share 
  • Mobile App Localization Testing: How to Test Your App in Different Locations Without Traveling

    April 30, 2026 0
    Getting your location-aware mobile app right isn’t just about functionality but about user retention and revenue. Mobile app localization testing has become critical, as 62% of users will uninstall an app after experiencing crashes, freezes, or errors, while 76% cite app freezing as a major issue and 59% point to [...]
  • How Data Engineering Can Actually Bring Your Cloud Bill Under Control

    April 30, 2026 0
    Cloud platforms have made it easier than ever for organizations to scale data processing, analytics, and AI initiatives. But with that flexibility comes a challenge: costs can quickly spiral out of control. Many companies find themselves paying for unused resources, inefficient pipelines, and poorly optimized workloads. 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