AI-Driven Quality Engineering Architect · Available for new engagements · Australia
Build or stabilise sustainable test foundations
Build or stabilise your test foundations with a framework designed for the team that will maintain it, not just the engineer who builds it. I design reusable architecture — shared utilities, execution policy, CI integration, and onboarding documentation — so the framework compounds in value rather than accruing debt.
High-value architecture work — not commodity test writing.
Best suited for
Related work
Client engagements are anonymised under NDA — references available at screen stage. Reference patterns are illustrative architectures for this problem class.
An open R&D system that takes a CI test failure event end-to-end through ingestion, LLM-based root-cause analysis, confidence-scored decisions, and (where safe) autonomous fix generation. The patterns I now apply to client engagements were proven here first.
I was engaged as QE Architect and Consultant on a Microsoft Dynamics 365 Sales Hub programme for an enterprise CRM modernisation client. The engagement began as a proof-of-concept to determine whether a modern…
An enterprise QE programme inherited a 5-year-old Selenium-Java suite carrying explicit-wait sprawl, brittle XPath chains, and a self-hosted grid bill. I designed and ran the migration to Playwright + TypeScript as a framework redesign — not a literal port — with parallel-suite ramping and ROI defence at every gate.
Reference patterns
Playwright · LLM · Claude API · Promptfoo · LLM-as-Judge
Selenium · Playwright · TypeScript · GitHub Actions · Azure DevOps
Appium · Java · Cucumber · TestNG · Maven
