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Thoughts on QA engineering, automation, testing strategies, and everything in between.

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Tutorial
The Markdown File That Found a Security Hole Four Engineers Missed
How to build an AI test planning agent in VS Code that reads your requirement and your codebase together —...
QA & Testing
Don’t Blindly Trust AI-Generated Test Cases: A QA Lesson I Learned the Hard Way
A few weeks ago, I was sitting in front of my laptop, staring at a critical login flow I was...
Career
Writing Code That Actually Matters: A Developer’s Quiet Role in the SDGs
Amina didn’t think about global goals or digital transformation when her online class stopped loading. She just stared at her...
QA & Testing
Managing Test Data: The Hidden Challenge That Makes or Breaks Your QA
You can have the best test automation framework in the world, a talented QA team, and a rock-solid CI/CD pipeline...
Automation
From Flaky Tests to Stable Automation: It Starts with WebElements
When I first started as a QA Engineer, I thought automation was all about writing scripts quickly and covering as...
QA & Testing
The Late QA Trap
In some projects, QA enters only in the final sprint.– Features are already coded.– Design decisions are locked. The role...
Automation
Automation Without Purpose
Many teams celebrate their automation.Thousands of tests.Dashboards glowing green. But the truth is— – Half of those tests add little...
QA & Testing
The False Sense of Coverage
Code coverage says 95%.The team celebrates. But when a real user clicks through,Half the flows break. Why? – Coverage measures...
QA & Testing
🕵️ Exploratory Testing: Finding What Scripts Miss
Automated tests are powerful.But they only check what they’re told to check. Real users don’t always follow scripts.They click around.They...
QA & Testing
Performance Testing: More Than Just Speed
Performance issues don’t always show up in testing.They appear in production. A page that loads in 2 seconds during dev?Turns...