Systems | Development | Analytics | API | Testing

AI isn’t replacing testers—it’s becoming an extension of how they think. Here’s how @Maaret Pyhäjärvi sees it: Applications make us more creative, acting as an “external imagination.” Testers do the same for developers—when devs anticipate tester feedback, their testing improves. AI, when used right, serves a similar role: it challenges us to refine and rethink, not just automate. The real power of AI in testing?Doing the work for usPushing us to think better.

What’s the Forecast? A look at data and AI in 2025 2025 is set to be a year of growth and change, particularly in the AI space. Over the last couple of years, AI has evolved from a niche technology to a driving force behind business strategies, innovation, and efficiency in almost every industry. Its impact is felt far and wide. It is not only shaping how we search for information, but how we digest and react to the world around us.

AI is changing the way developers and writers work, but not always in the ways we expected. Here’s what’s really happening in 2025: Developers are now spending more time reviewing AI-generated code than writing it. Faster isn’t always better. Writers who used to rely on peer feedback are getting instant AI edits—but at the cost of real collaboration. AI is a powerful tool, but it’s shifting roles instead of eliminating work. The question isn’t if you use AI, it’s how you integrate it.

When it comes to AI, we’re focused on the wrong problems. On Test Case Scenario, we discuss the real challenges AI faces in software development: AI can churn out code, sure—but when it comes to maintenance, it’s dead weight. Collaboration over replacement: @Titus Fortner shares why AI isn’t your star coder—it’s your intern, and it needs constant babysitting. The real bottleneck? Writing code isn’t the hard part. It’s building tools that help teams actually understand and sustain their work.