Testing AI-Powered Features – Part 1: A Layered Strategy for Non-Deterministic Products
Introduction More and more products now ship with an “AI inside” feature: a chatbot on the help page, an auto-generated […]
27 October 2026
How I Migrated a Selenium/Pytest Framework to Playwright/TypeScript with AI
A few months ago, our team started migrating a legacy Selenium/Pytest test suite, covering thousands of UI and API tests
Vibe Testing: How I Built an AI Testing Platform with Stagehand and Playwright
Paste a URL, describe what to check in plain language, and get an evidence-backed report. How I combined Stagehand (AI exploration) and Playwright (deterministic replay) so that no PASS exists without real evidence.