ISabiTech

IsabiTech shares practical engineering insights, AI developer tools, Java and Spring Boot projects, and lessons from building real-world software.

2 posts

How I Tested an AI Code Reviewer With an Intentionally Failing JUnit Test

A real CodeGuard AI experiment with a failing assertion, test-result verification, and merge decisions

Oct 29, 20262 min read

Oct 4, 2026
Oct 4, 20265 min read3 views
AI Code Review Is Getting Better. So Why Are Developers Still Ignoring Findings?
AI can find more issues in a pull request than ever before. But finding issues isn't the hardest part anymore. The harder problem is deciding which findings actually deserve a developer's attention.
5 min read3 views