Head of QA, Release & Reliability
Engineering reliability at scale.
I lead engineering across quality, release, and reliability for 25+ product teams—building the systems, culture, and AI-augmented pipelines that let organizations ship with confidence.
Building the engineering systems that let 25 teams ship with confidence.
Leading quality, release, and reliability across a large product portfolio— implementing DORA metrics that teams actually use, building AI-augmented pipelines, and solving the hard reliability problems before they hit production.
Currently scaling a platform that gives 25+ product squads the tooling, observability, and confidence to ship faster without breaking things.
AI-Powered Testing
Multi-agent systems for test automation using Playwright, MCP, and LLMs. Practical reliability over self-healing buzzwords.
LLM Evaluation Pipelines
Building evaluation pipelines for RAG systems using DeepEval. Prompt regression testing integrated into CI/CD.
Release & Reliability
Release management, incident response, observability, and DORA metrics wired into how teams actually work.
Engineering Coaching
ICAgile-certified coaching (ICP-ACC, ICP-ATF) and 1:1 mentorship for engineers, leads, and managers.
22 years. Multiple stacks. One north star.
From trading system reliability at JP Morgan to AI-augmented engineering at enterprise scale—the tools evolve, the engineering principles don't.
playwright-spec-doc-reporter →
Playwright reporter with BDD annotations, AI failure analysis, and interactive HTML dashboards.
Multi-Agent QA Framework →
Four specialized agents with DOM Memory architecture for persistent selector knowledge.
DeepEval Production Pipelines →
LLM evaluation for RAG systems—faithfulness, relevancy, hallucination detection in Azure DevOps.
The Self-Healing Test Myth
Why most "self-healing" automation is just expensive flakiness management dressed up in AI marketing.
Read article →AI Token Costs in CI/CD
How to govern LLM costs when AI enters your testing pipeline—before your finance team notices.
Read article →QA is a Mindset, Not a Role
Building quality culture in engineering teams—and why it starts long before code review.
Read article →Built quality practices where failure isn't an option.
Trading systems, blockchain, financial services, real estate tech. Two decades of figuring out how to make complex, high-stakes systems reliable—across four continents.
Want to grow as an engineer or engineering leader?
I offer 1:1 mentorship for engineers and leads navigating AI in engineering, career transitions, platform reliability, or technical leadership challenges. Also available for team and organisational agile coaching (ICP-ACC, ICP-ATF).
Let's talk.
I write about engineering reliability, AI in software delivery, and building high-performing teams. Reach me on LinkedIn—or email directly.