Blog

QA Automation Insights

110 articles

Practical insights on test automation, QA tools, career growth, and engineering best practices

031 Apr 10, 2026

QA for AI Chatbots: Test NLP, Tone, and Hallucinations

Complete QA playbook for testing AI chatbots. Learn how to validate NLP accuracy, test tone consistency, measure hallucination rate, and build sustainable chatbot test suites without getting fooled by confident hallucinations.

8 min read #Quality Assurance

Featured

Read the latest dispatch

> filter:

AI-Optimized Accessibility Snapshots in Playwright 1.59: Worth the Switch?

Playwright 1.59 introduced flat structured accessibility trees designed for LLMs to consume. The marketing pitch: agents understand your app better. The practical question: should QA engineers care, given that real accessibility testing is still a separate concern? Here's what these snapshots actually do, and what they don't.

Apr 9 · ~10 min

How to Use AI in CI/CD Pipelines: The DevOps Engineer's 2026 Playbook

73% of enterprises are implementing AIOps by end of 2026. This practical guide shows how to add AI to your existing CI/CD workflows.

Apr 9 · ~14 min

Test SPAs in Playwright Without Race Conditions: 5 Patterns That Actually Work

Single-page apps fail Playwright tests at roughly 30% in CI according to multiple Stack Overflow surveys. The cause is almost always one of five race conditions specific to SPAs. Here are the 5 patterns I use to write tests that don't flake on hydration, lazy loading, or arbitrary client-side timing.

Apr 8 · ~11 min

Claude Opus 4.7 Computer Use: I Let AI Control My Desktop for a Week

Claude's new computer use feature lets AI control your mouse, keyboard, and screen. I tested it for a week on real work tasks.

Apr 8 · ~11 min

When Playwright's Auto-Wait Isn't Enough: Custom Wait Patterns for Real Apps

Playwright's auto-wait covers about 95% of cases. The remaining 5% causes most of your flakiness. Here are the custom wait patterns I use when the built-ins fall short — for WebSockets, polling endpoints, animations, and async background jobs.

Apr 7 · ~10 min

Self-Healing Tests Explained: How AI Fixes Your Broken Selenium/Playwright Tests

85% of test maintenance effort goes to fixing broken locators after UI changes. Self-healing AI tests fix themselves. Here's how to implement them.

Apr 7 · ~13 min

Test Prioritization Under Pressure: How I'd Cut Regression With 30 Minutes Until Release

It's 4:30pm. You ship at 5:00. The full regression suite takes 45 minutes. The product manager is asking if it's safe. This is the most common scenario QA leads test for in interviews — and it's the one most candidates fumble. Here's the framework I use, the same one that gets me hired.

Apr 6 · ~11 min

The Solopreneur's AI Stack 2026: Every Tool I Use, With Monthly Costs

My complete AI tool inventory with exact monthly costs, free alternatives for each, and which tools pay for themselves fastest. Total stack: $237/month.

Apr 6 · ~10 min

Network Mocking in Playwright: Patterns That Don't Suck (With Real Examples)

Most network mocking in Playwright suites is one of two extremes — either every request gets stubbed (now you're testing nothing) or none of them do (now you can't test error states). Here are the four patterns I use to mock surgically without losing real-world fidelity.

Apr 5 · ~11 min

← Previous

1 2 3 4 5 6 7 8 9 10 11

Page 4 of 11 • 110 total posts

Stay Updated

Get the latest QA automation insights and testing best practices delivered to your inbox.

Need Help With QA?

Get expert guidance on test automation, frameworks, and quality engineering strategies.

Get in Touch