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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Playwright Codegen: When Automation Records Garbage (And What to Actually Do)
Generated tests fail. Codegen records what it sees, not what's maintainable. Learn the 5 problems with Playwright codegen, how to fix them, and when to…
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Undervalued QA? Time to Rethink Your Company
The Perception Problem Quality Assurance (QA) often struggles with an identity crisis within companies. Many see QA as a “secondary” discipline, a support role that…
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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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The Value of Being Agile: QA Testing in Agile Environments
Agile methodologies prioritize collaboration, iterative progress, and quick feedback, significantly impacting QA roles. QA testers contribute through continuous collaboration in sprints, participating in Scrum ceremonies,…
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Website Annotation Tools for UAT Testing & QA : Why I Use Free, Built-in Tools Across Multiple Devices
Testing across Windows, macOS, and mobile devices means paying for annotation tools on every platform doesn't scale. Discover the free, built-in screenshot and screen recording…
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The QA Tools and Practices That Actually Matter (Not Just What’s Popular)
Beyond the mindset, here's the practical foundation: the tools you'll use daily, the test planning practices that matter, and the habits that separate competent testers…
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