// Practical QA & Engineering Writing.

Field-tested writing on test automation, AI in QA, and the practices that keep quality moving at delivery speed.

AI-Driven Bug Triage: From Failure Detection to Root Cause Analysis

A failed test does not always indicate a product defect. It may result from an application change, an outdated selector, an unavailable test environment, incorrect test data, network instability,…

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AI-Driven Bug Triage: From Failure Detection to Root Cause Analysis

Scaling QA Without Scaling Teams Using AI

Scaling QA Without Scaling Teams Using AI

How We Scaled Playwright to 1,000+ Tests: Benchmarks, Failures, and Fixes

How We Scaled Playwright to 1,000+ Tests: Benchmarks, Failures, and Fixes

Playwright Network Throttling & Offline Testing: A Complete Guide

Playwright Network Throttling & Offline Testing: A Complete Guide

AI-Based Visual Regression Testing Without Baseline Images

AI-Based Visual Regression Testing Without Baseline Images

How We Tested Deep Links and App Links with Appium: Real Mobile Scenarios and Failures

How We Tested Deep Links and App Links with Appium: Real Mobile Scenarios and Failures

What Happened When We Tested Playwright 1.63: Test Locks, Snapshots, and Agent Workflows

What Happened When We Tested Playwright 1.63: Test Locks, Snapshots, and Agent Workflows