QA Systems That Actually Work
Tactical software testing frameworks, QA automation strategies, and leadership systems built from real-world engineering, not theory.
AI QA Workflow: A Structured System for Testing with AI
February 12, 2026 — Jaren

Developers use structured AI workflows. QA needs the same discipline. This is the complete AI QA workflow: from context packages to risk modeling to automation classification to hypothesis debugging. Includes real prompts, real examples, and downloadable templates. No prompt hacks.…
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Why Sprint Planning Feels Harder When You Know How Things Break
Sprint planning isn’t just assigning work — it’s trying to stop everything from breaking before it starts. If you’ve ever moved from QA to PM,…
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Why Your QA Methodology Fails When Your Test Cases Suck
When QA projects blow up, people blame Agile or “hybrid” frameworks. The real culprit is almost always weak test cases. Here’s how to audit and…
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The Complete QA Excellence System: From Framework to Leadership
After 3 years leading autonomous QA engineering teams, I've developed the QA Excellence System—a 4-component approach transforming teams from reactive testing to strategic quality leadership.…
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Why Error 429 and Error 500 Are a QA’s Best Friends: The Daily Reality of Testing Critical Flows
429 and 500 errors are a QA's constant companions, especially during checkout testing. Here's why these errors show up repeatedly in payment flows, how to…
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Automation Testing with Selenium: A Practical Guide for QA Testers (No CI/CD Required)
Selenium is still one of the best ways for QA testers to start automation—no CI/CD required. This hands-on guide uses playground.qajourney.net for real testing, with…
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How to Optimize Playwright Scripts for Performance Testing
In today’s fast-paced software development environment, ensuring your application performs well under varying loads is critical. Performance testing, a key aspect of software quality assurance,…
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