---
title: "Topic: Architecture | 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/architecture/"
---

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

  

# Topic:Architecture

All architectural insights related to "Architecture".

  
- Architecture  Migration   [## The Enterprise Blueprint for Migrating from Selenium to Playwright](/posts/the-enterprise-blueprint-for-migrating-from-selenium-to-playwright/)

A governed Selenium to Playwright migration blueprint for retiring legacy automation in phases, using AI safely, and protecting release confidence.

    Published:  27 Mar, 2026    Approx. 14 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
- Architecture  WebMCP   [## WebMCP for Governed AI and Deterministic Testing](/posts/webmcp-the-missing-control-plane-between-agentic-ai-and-deterministic-test-automation/)

How WebMCP can expose governed browser capabilities to AI agents while deterministic test automation keeps control of validation and release decisions.

    Published:  27 Feb, 2026    Approx. 13 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