Preview
About
I am a result-driven Full Stack & AI Engineer with a Master’s in AI and a Bachelor’s in Computer Science, experienced in delivering AI-powered applications, automation testing frameworks, and scalable web/mobile solutions. Skilled in LLMs, and RAG to digitise workflows, reduce manual effort, and enhance user experience, with strong skills in Agile/DevOps, stakeholder communication, and cross-functional collaboration.
| Location | Melbourne, Australia |
| Focus | Software Development, Playwright Automation Testing, LLM, RAG, LangChain |
| Education | BSc Computer Science at the University of Melbourne, M.Sc AI at the Nanyang Technological University Singapore |
Highlights
- Shipped an on-prem Local RAG stack (LangGraph, FAISS, BM25 fusion,
bge-small-enembeddings, citation-only prompts) with regex redaction and keyword red-flag guardrails; reduced document lookup time by 70%. - Engineered a policy-aware Donor Eligibility Checker with policy-tagged chunks, role-based retrieval filters, and audit logs (who-saw-what-and-why);
- Built and maintained Playwright regression/E2E suites (fixtures, network mocking) wired into CI/CD with parallel sharding and flaky-test quarantine, boosting release reliability.
- Delivered full-stack features across React, React Native, Node.js, and Flask/FastAPI; typed APIs via OpenAPI, JWT-based auth, and streaming responses (SSE/WebSocket) for LLM flows.
- Implemented ML workflows: data prep in pandas, prompt/RAG evaluation with golden Q&A sets, packaging inference endpoints (FastAPI/uvicorn) and trials on AWS SageMaker.
- Built a Power Apps estimation tool (anonymous planning-poker) and manage the Power Platform CoE (governance, DLP policies, ALM) used across teams.
- Optimized donor app performance in React Native (batched API calls, memoization, list virtualization), cutting screen load times by 25%.
- Comfortable with MongoDB/MySQL, REST/WebSocket integrations, Git workflows, and Agile/DevOps practices; mentor graduates and run internal workshops.
Certificates and Awards
- AWS Certified Machine Learning Associate (2025)
- AWS Certified AI Practitioner (2025)
- Unimelb - Melbourne Plus People Leadership (2023)
- Unimelb - Global Mobility Scholarship (2022)
- Unimelb - Melbourne International Scholarship (2021)
Projects
Total Projects
9
AI Projects