QA

Entries in qa.

Why AI Fails at UI Testing (And How Playwright MCP Fixes It)

5 min

LLMs write brittle UI tests because they guess CSS selectors. The solution is forcing AI to read the live accessibility tree using the Playwright MCP. Here is the workflow.

#QA#Automation#Playwright#AI#Testing

QA Engineering: Automating System Testing

1 min

An introduction to my QA principles, covering testing strategies, automation tools, and test architecture for system reliability.

#QA#Automation#Testing

Reducing Mobile E2E Runtime Without Destabilizing Device Sessions

2 min

A practical workflow for cutting Android E2E execution time while preserving session reliability and debuggability.

#appium#ci#android#stability#troubleshooting