Author name: Ayoub KODDAM

From fragile browser automation to structured, agent-native web interactions The Browser Was Built for Humans. What About AI Agents? For more than two decades, websites have been designed around a simple assumption: a human user interacts with a visual interface. Buttons are clicked. Forms are completed. Menus are opened. Information is discovered through page layouts,

Playwright MCP vs Vibium vs Selenium + Robot Framework: A Hands-On Guide to Agentic QA AI can interact with a browser. But can it produce trustworthy test evidence? Let’s investigate. The experiment: one task, three approaches Imagine giving an AI agent access to a web application and asking it to: Log in with a valid

When Software Moves Faster Than Our Ability to Prove It Works Software engineering has spent decades learning how to manage technical debt. We know what happens when architecture is neglected. We know what happens when shortcuts accumulate. We know that a system can continue working while becoming increasingly difficult, expensive, and risky to change. But

Self-healing automation promises fewer broken tests. But what happens when the test heals itself precisely when it should be failing? The Green Pipeline That Should Have Been Red Imagine this. It is Monday morning. A developer changes the checkout page. The CI pipeline runs 300 automated tests. Everything is green. 300/300 PASSED. The team is