Blog
Articles on QA, automation, testing, software quality and processes.
A flaky test passes and fails without the code changing. The most common causes, how to detect them with Playwright and CI, and how to quarantine them without losing trust in your suite.
An LLM answers differently each time, so 'expected equals actual' doesn't work. A practical guide to testing chatbots and RAG: reference dataset, rubrics, thresholds and safety tests.
Playwright now ships AI agents (planner, generator, healer) and an MCP server. How they work, where they save time, and the risks of letting an agent fix your tests.
Since June 2025 the European Accessibility Act requires many digital products sold in the EU to be accessible. What it covers, how much automation catches, and a testing checklist.
A fractional QA Lead leads your product quality part-time. What they do, at what stage of a startup it makes sense, and how to tell whether you need one.
Where generative AI adds value in software testing, what the risks are (hallucinations, sensitive data) and how to bring it into your QA team with judgment.
Automating everything is a common mistake. Practical criteria to choose which tests to automate first with Playwright or Cypress, and avoid brittle suites.
AI applied well accelerates the repetitive work and frees QA to focus on risk, judgment and product. Four areas where it actually moves the needle today.
Step-by-step guide to get started with Playwright in under 30 minutes. Setup, first test and basic CI/CD.