14 min
Playwright MCP vs CLI vs Agents: What to Use in 2026
Playwright has three ways to talk to AI: MCP, CLI, and Test Agents. Here's the decision framework an enterprise SDET uses to pick the right one for 2026.
AI Testing
Field-tested writing on AI-assisted test generation, Copilot workflow design, and what actually changes for SDETs when AI enters the toolchain.
12 min
Claude Code Has 2 Primitives, Not 3 — Use Skills First
Most engineers think Claude Code has three primitives. It actually has two — skills and subagents. Here's when to use which, with token-cost benchmarks.
12 min
Self-Healing Locators Aren't Magic — Here's How They Work
Most self-healing test tools use simple fallback chains, not real AI. Learn the 4 approaches to AI locator repair and which one fits your framework best.
10 min
Your Copilot Isn't Dumb — You're Starving It of Context
Enterprise GitHub Copilot stuck on an older model? Three files give it project context, reusable prompts, and path-specific rules that improve output.
11 min
I Let AI Write My Test Suite — Here's What Broke
A hands-on experiment with AI-generated Playwright tests: where LLMs save time, where they create false confidence, and the review workflow that works.