TestShift AI is the public home for my AI-native Quality Engineering patterns: agentic QA, governed automation, RCA triage, CI failure investigation, Skill patterns, human-in-the-loop workflows, and deterministic Quality Gates.
Code is cheap. Context is King. Skills are the new currency.
| Skill | Purpose | Human Guide | Related Article |
|---|---|---|---|
bug-scout |
Investigates CI/test automation failures and proposes evidence-backed issues only when confidence is high enough. | README |
Bug Scout |
These articles form the TestShift AI architecture track: from why AI changes quality engineering, through agentic workflows, to governed Skills and deterministic gates.
| Theme | Article | Why It Matters |
|---|---|---|
| Skills and Agentic QA | Bug Scout: From Prompts to Skills in Agentic QA | Defines Skills as governed contracts and shows how a CI failure becomes evidence-backed RCA. |
| Context Architecture | Code is Cheap, Context is King | Explains why AI-generated code is easy, but context and judgment remain scarce. |
| Autonomous Agents | The Agentic Revolution | Frames test automation as the first practical frontier for autonomous AI agents. |
| Agentic CI/CD | GitHub Agentic Workflow | Shows how to place AI agents beside CI/CD without giving them release authority. |
| Browser Control Plane | WebMCP | Proposes a cleaner control surface between agentic AI and deterministic browser automation. |
| Token Economics | The Token War: Playwright CLI vs MCP | Breaks down token bloat, latency, and why context efficiency matters in AI-driven testing. |
| AI Governance | The SaaS Apocalypse is Here | Argues that AI creates infinite code inflation, making trust and governance the real scarce resources. |
| AI-Assisted Migration | The Enterprise Blueprint for Migrating from Selenium to Playwright | Treats migration as an operating model change, including how to use AI without losing control. |
| AI-Native Test Architecture | From Open Source to Industry Sponsorship | Connects open source test architecture, cloud scale, and the future of AI-native testing. |
| Industry Shift | From Selenium to Playwright | Uses ecosystem data to show the industry shift toward modern automation increasingly assisted by AI. |
These are not only about AI, but they are the deterministic foundation that makes AI safe in engineering systems.
| Theme | Article | Why It Matters |
|---|---|---|
| Quality Gates | The Real Quality Gate | Defines why deterministic environments and gates must own release authority. |
| Framework Governance | Guarding the Guards | Shows how to build a pre-merge gate for the automation framework itself. |
| Operational Maturity | Firefighting vs. Quality Gates | Explains why endless hotfix loops are a governance failure, not a testing failure. |
| Reporting Infrastructure | Allure 3 and Quality Gate Architecture | Treats reporting as evidence infrastructure, not decoration. |
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