---
title: "Topic: TestShift | TestShift | Enterprise Test Architecture & AI Strategy"
description: "Stop fighting fires. Build governed quality systems. TestShift helps R&D leaders migrate to Playwright, establish deterministic quality gates, and integrate bounded AI agents."
canonical: "https://www.test-shift.com/tags/test-shift/"
---

Canonical URL: https://www.test-shift.com/tags/test-shift/

  

# Topic:TestShift

All architectural insights related to "TestShift".

  
- Agentic-AI  Agent-Readiness   [## How to Test a Website for AI Agents: Beyond the Is Agentic Score](/posts/how-to-test-a-website-for-ai-agents/)

A field-tested quality architecture for agent-ready websites: Markdown negotiation, recoverable 404s, raw HTML, identity signals, unit tests, Playwright, and production evidence.

    Published:  26 Aug, 2026    Approx. 11 min read
- Agentic-AI  AI-Governance   [## Bug Scout: From Prompts to Skills in Agentic QA](/posts/from-prompts-to-skills-agentic-ai-dev-qa/)

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

    Published:  18 May, 2026    Approx. 12 min read
- GitHub  Agentic-Workflows   [## GitHub Agentic Workflow: The Iron Dome Architecture for Continuous AI](/posts/github-agentic-workflow/)

A practical architecture for GitHub Agentic Workflows using safe outputs, deterministic validation, and CI/CD quality gates that preserve control.

    Published:  25 Mar, 2026    Approx. 12 min read
- Agentic-AI  Playwright   [## The Token War: Why Playwright CLI Defeats MCP in AI-Driven Test Automation](/posts/the-token-war-playwright-cli-vs-mcp/)

Compare Playwright CLI and MCP for AI-driven test automation across token use, latency, DOM context, and scalable control-plane architecture.

    Published:  22 Feb, 2026    Approx. 8 min read