The Codemify QA Blog

Articles on test design, AI-assisted automation, and growing as a QA engineer.

Seeding Test Data Without Tears
Robin Writer · QA Fundamentals

Deterministic fixtures make demos and CI repeatable.
From Mid-Level to Lead: Owning the AI Transition
Leo Learner · Career

The engineer who brings a plan is the one who gets the offer.
Reading a Playwright Trace Like a Detective
Maya Mentor · Playwright

Turn a failing run into a clear story of what went wrong.
Stable Locators: A Field Guide
Robin Writer · Playwright

Why data-testid beats brittle CSS chains, with examples.
The Propose-Review-Tighten Loop
Maya Mentor · AI-Assisted Testing

The central skill of AI-augmented QA is the loop, not the generation.
Why Bounded Behavior Beats Magic Prompts
Robin Writer · AI-Assisted Testing

Frontier models are not deterministic. Constrain outcomes, not paths.