Training AI to Think Like a QA: A Real-World Testing Approach

QA engineer using AI chat interface to generate bug reports from application screenshots while reviewing and correcting the output in a modern testing workflow

Most AI prompt guides for QA are useless—they treat AI like a vending machine. Here’s the real workflow: how to train AI like a junior tester, course-correct mid-generation, and use it for screenshots, bug reports, and acceptance criteria validation. AI catches technical issues, but you still provide the judgment. This is how guerrilla QA uses AI without replacing critical thinking.

Guerrilla QA: Testing in the Real World (Not Silicon Valley)

QA professional managing multiple testing workflows on branch-level testing setup, representing guerrilla shift-left testing strategies for resource-constrained teams

Most shift-left testing advice assumes perfect CI/CD pipelines and dedicated QA teams. But what about the reality of 5 devs to 1 QA? Here’s how to make shift-left work with actual constraints, not Silicon Valley fantasy setups.

Pushing Cypress to the Next Level: Advanced & Inventive Testing Techniques

Cypress automation tester analyzing test execution logs on a dark-mode code editor.

Cypress automation testing isn’t just about running tests—it’s about building resilient, scalable test suites that integrate seamlessly with modern web applications. In this guide, we dive deep into real-world testing scenarios, including form validation, network delay handling, shadow DOM, iframe interactions, broken link detection, and accessibility testing. You’ll also get access to a live QA testing playground and a GitHub repo with Cypress scripts ready to use.

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 Selenium IDE, WebDriver, XPath, JS, and advanced techniques to help you transition from manual to automation with confidence.

Playwright Codegen: When Automation Records Garbage (And What to Actually Do)

Playwright Codegen? Well, this is duck. why a duck? why not? Related? No... but its a rubber ducky!!!!"

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 skip codegen entirely and write tests by hand instead.

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, evaluates how applications behave under specific workloads. Playwright has emerged as a powerful tool for end-to-end testing, offering fast and reliable automation across multiple browsers. However, unoptimized Playwright scripts can … Read more

Regression Testing: A Practical Guide for QA Teams

Turtle and duck playing frisbee illustration for regression testing guide

Regression testing keeps your software stable as it evolves. This practical guide cuts through the theory and delivers battle-tested strategies for managing regression tests from knowing what to automate to fixing flaky tests that kill team trust. Whether you’re solo QA or leading a team, learn how to build regression coverage that catches bugs without burning out your team or your CI/CD pipeline.