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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From Tester to Decision-Maker – Making Tough Calls as a QA Lead
QA leads don’t just test—they make tough calls. From approving releases to prioritizing critical bugs, every decision impacts product quality and business goals. Learn how…
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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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How to Successfully Balance Your QA and PM Responsibilities for Optimal Project Management
Table of Contents Introduction Balancing multiple roles in tech projects is no small feat. What’s even more challenging is when you find yourself wearing both…
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Final Lessons from the Tester to Lead Journey – Key Takeaways & Reflection
The Tester to Lead journey is more than a promotion—it’s a transformation. From overcoming imposter syndrome to making tough calls, this final post summarizes key…
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Breaking Down the QA Basics: Tools, Test Plans, and Common Practices
This post introduces essential QA tools, test plans, and practices crucial for QA professionals. It covers must-have tools like Jira and automation frameworks, illustrates the…
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Pushback Isn’t Politics — It’s Survival in QA and Delivery
Pushback isn’t politics. QA leads use it to stop disasters, PMs absorb it to shield the team, and devs feel it when a “quick fix”…
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