Insights

AI element location in Playwright should move beyond selector generation toward governed capability contracts in source code, verified at runtime.

Prompts are conversations. Skills are governed contracts. How a Bug Scout Skill turns CI failures into evidence-driven RCA and safer Dev-QA handoffs.

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.