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Engineering Blog

Insights on AI functional testing, Playwright automation patterns, and how to stop brittle regression suites.

Playwright

Stop Using Brittle CSS Selectors

Why your UI tests fail every time marketing changes a button color, and how to use Playwright's role-based locators to build resilient suites.

September 25, 2026Read Article →
AI Automation

AI is for Discovery, Not Guessing

How we use autonomous agents to explore legacy systems and extract business logic, ensuring our test cases reflect reality.

September 18, 2026Read Article →
Migration Testing

The Database Doesn't Lie

Why UI-only migration testing is dangerous, and how we write Playwright tests that assert against SQL tables directly.

September 10, 2026Read Article →