
ยท Engineering
E2E Testing with AI and Playwright (2026) โ Practical Guide
Where AI actually saves time in Playwright E2E tests: selector strategy, prompt patterns, MCP integration, and real ROI numbers from production projects.

Where AI actually saves time in Playwright E2E tests: selector strategy, prompt patterns, MCP integration, and real ROI numbers from production projects.

How a session architecture problem masquerading as flaky Playwright tests brought a Laravel CI suite to its knees โ and how per-worker sessions, a seed API, and a tuned PHP server fixed it.