AI & Automation

qa-walk — AI Behavioural QA Harness

An AI agent that walks every route of a web app with Playwright, clusters the issues it finds and files them to Jira — reused across five products.

qa-walk — AI Behavioural QA Harness

The challenge

An AI agent that walks every route of a web app with Playwright, clusters the issues it finds and files them to Jira — reused across five products.

What I built

  • Architecture and data model designed for the client’s real workflow
  • Stack: Claude, Playwright, TypeScript, Jira
  • Staging links every two weeks, code review on every change, monitoring wired at launch

Outcome

Hours of manual QA replaced per release

More work

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