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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Discipline as a Job-Saving Skill in Hybrid QA/PM Roles
Hybrid QA/PM managing sprints and test cases at a dual-monitor workstation with a clean, organized desk setup.
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How QA Experience Translates into Development: Bridging the Gap
Many developers started in QA. If you're considering a transition, your skills in debugging, test automation, and risk analysis already give you an edge. Learn…
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How to Be a Scrum Master When You’re the PM (And Why I Had to Stop)
Being a PM and Scrum Master simultaneously taught me legitimate skills, but the load nearly broke me. Medical issues forced me to step back. Here's…
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Stop Writing Test Cases Nobody Reads: The Simplified vs Detailed Debate
The simplified vs detailed test case debate misses the point. The real question is what level of detail actually serves your testing without creating documentation…
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QA and the Future – AI, Automation, and Trends You Need to Watch
AI and automation are reshaping QA. Discover how AI-powered tools, shift-left testing, and continuous automation are shaping the future of software testing—and how to stay…
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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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