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.
Posts tagged "ai-testing"
All
ai ai-agents ai-testing api-testing appium case-study cicd claude consulting contract-testing copilot cypress debugging design-patterns devops docker enterprise framework-design github-actions java jenkins leadership lessons-learned llm localization locators loose-coupling parallel-execution playwright qa-strategy reporting sdet selenium self-healing shift-left slack team-building test-automation test-data test-generation testing testng tight-coupling trace-viewer war-story
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
Our Enterprise Approved AI — And Why It's the Biggest Risk
Enterprises lock teams into outdated AI models for safety. The irony? Older, less capable models produce worse code and create more risk than they prevent.
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.