Production-Ready QA Prompts: The Copy-Paste Library

QA authority enforcing strict validation boundaries against AI overreach

A copy-paste library of production-ready QA prompts for real testing work. Screenshots, videos, test cases, acceptance criteria, and production bugs no theory, just usable prompts.

Why Error 429 and Error 500 Are a QA’s Best Friends: The Daily Reality of Testing Critical Flows

Split screen illustration of developer calmly saying "works on my machine" versus QA analyst surrounded by 429 and 500 error messages in flames during checkout testing

429 and 500 errors are a QA’s constant companions, especially during checkout testing. Here’s why these errors show up repeatedly in payment flows, how to professionally handle “works on my machine” pushback from devs, and why catching these errors before production is exactly what QA is supposed to do.

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.