Systems That Learn

Every developer knows that software changes over time. It grows, breaks, adapts. But what’s happening now — with systems that test, document, and even repair themselves — feels like something deeper. We are beginning to build systems that learn. They don’t just...

Self-Healing Tests and Automated Bug Fixing

Every software developer knows the sinking feeling that comes with a red line in a test report. Something broke. Maybe it’s your fault; maybe it’s not. Either way, the work starts — find what changed, fix it, and get everything green again. But what if the tests...

Synthetic Users and Interface Design

The real test of any feature isn’t whether it works — it’s whether people can use it. You can build the most technically perfect setting in the world, but if users can’t find it, understand it, or trust what it does, it might as well not exist. That’s why good...

AI-Assisted Feature Development

Once a system can reliably test and document a feature, the next question naturally follows: could it also help build one? Testing and development have long been treated as separate stages — one verifies, the other creates. But if an automated testing system can...

Tests as Documentation

Somewhere along the way, I started making my manually-written tests do more that just verify features. I started using them to document how features worked, where buttons lived, and what users could expect to see on their screens. What began as a technical artifact...