TOMRA

• •Designed and implemented a Playwright BDD testing framework with full portal coverage, using a dedicated Postgres test database (migrations, seeding, Docker Compose, pgAdmin) to ensure reliability.
• •Containerised frontend, backend and database with reproducible Docker images, and integrated automated testing into Azure DevOps CI/CD pipelines triggered on portal changes.

Outlier AI

• •Evaluated, ranked and refined AI-generated responses across diverse prompts, ensuring clarity, accuracy and strong user experience through fact-checking and research.
• •Identified edge cases, inconsistencies and bias in outputs, while leveraging Java, Python and C++ knowledge to assess coding-related responses and guide model improvements.

S2S TCD Mentor

• •Mentored first-year Computer Science and Business students at Trinity College Dublin, offering guidance on academic, social and personal challenges.
• •Organised meet-ups and events to foster community, while providing ongoing support on course choices, study strategies and balancing commitments.