Insights

A Selenium to Playwright migration is not a rewrite project. It is an operating model change. This guide explains how to retire legacy automation block by block, use AI without losing control, and prove ROI at every phase.

GitHub just gave AI agents a governed path into your CI/CD platform. Here is the practical guide and the TestShift Iron Dome framework for using GitHub Agentic Workflow safely, with quality gates, safe outputs, and deterministic validation.

Agentic testing has spent two years in the wrong fight: trying to make probabilistic planners speak fluent DOM. WebMCP proposes a new browser standard to expose 'Tools' instead of HTML, turning the product itself into a testable API.

AI agents are revolutionizing UI automation, but they are drowning in DOM data. A deep technical dive into Playwright MCP vs. Playwright CLI, token bloat, and the architecture of modern testing.