Practical guides for working with AI in software development — AI-assisted testing, code review, and engineering workflows.
developers
Devin AI can write code, run tests, and ship pull requests autonomously — including QA-testing the changes it makes. But self-testing has a fundamental limitation: Devin tests what it built, not what it might have broken. Independent behavioral tests running continuously in production catch the regressions Devin's
developers
Lovable, Bolt.new, v0, and similar AI app builders ship working applications fast. What they don't ship is a testing layer. Here's how to add behavioral tests and monitoring to apps built with these tools — without writing code or setting up test frameworks. Key Takeaways AI
developers
Vibe testing is the QA counterpart to vibe coding — you describe what should happen in plain English, and AI runs the tests for you. It's how you verify software you didn't write yourself without building a Playwright infrastructure. Key Takeaways Vibe coding skips QA by default.