Master the RICCE framework to transition from manual testing to AI-augmented automation by leveraging structured prompting and the Playwright MCP agent ecosystem.

How do we sharpen our ability to stay connected with real experts?

Implement the Playwright Page Object Model (POM) to build maintainable, resilient test suites by centralizing page interactions and separating them from test logic.

Apply the "5 Whys" technique to both technical debugging and organisational workflows to uncover deep-seated root causes and implement sustainable continuous improvements.

Cultivate professional trust and accountability by using detailed documentation to demonstrate due diligence and quantify risk for stakeholders.

How does a team’s stage of development influence the style of quality engineering it needs to thrive?

How do we strengthen our foundational knowledge amid rapid AI growth?

How should we report on quality?

Analyse the risks of stagnant pull requests and adopt a Quality Engineering mindset to reduce technical debt and accelerate value delivery through developer-led testing and faster merge cycles.

Leverage AI as a personalised "code coach" to bridge the gap between manual testing and automation by translating plain English into executable scripts and providing line-by-line logic explanations.

Prioritise high-impact user journeys and critical risks over exhaustive checklists to ensure essential product functions remain reliable and user-focused through a product-minded testing approach.