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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Building a Scalable QA Process: How to Implement the QA Framework & AQLM in Your Team
Discover how to build a scalable QA process by integrating our QA Framework and Adaptive QA Leadership Model (AQLM). Empower your team, ensure consistency, and…
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AI-Assisted Manual Testing: The Hidden Power Combo Most QA Teams Ignore
AI can boost manual testing, but only when used as a thinking assistant—not a crutch. Here’s how real QA teams are using AI to write…
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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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I Never Thought to Test This — Until a Meme Exposed My QA Blind Spot
A meme about simple math uncovered a QA oversight most testers never check: operator precedence and logic grouping. Here's what I learned—and why ignoring this…
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Understanding the Basics of Quality Assurance (QA) Testing
Introduction to QA Testing Quality Assurance (QA) testing is a critical component of the software development process. Its primary goal is to ensure that software…
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Caching Is Quietly Corrupting Our QA Signal
Branch testing passes cleanly. Same code hits staging and behavior shifts between testers. No redeployment. No code changes. Just invisible client state corrupting validation. Here's…
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