Master of Computer Science @ The University of Sydney · 2027 Graduate
I build evidence-grounded Agent systems and production-oriented LLM applications, focusing on workflow orchestration, RAG, evaluation, guardrails, observability, and failure recovery.
An evidence-constrained 6-agent workflow for turning research topics or papers into citation-backed commercialization reports and TRL/MRL scorecards.
- Three evidence agents analyze academic, patent, and market evidence in parallel, followed by a sequential Writer → Reviewer → Scorer workflow.
- Pydantic guardrails enforce structured outputs, citation integrity, immutable sources, and deterministic scoring.
- Content-addressed checkpoints passed 30/30 hard-kill recovery cases; a 90-unit topology ablation quantified quality, token, and cost trade-offs.
Stack: Python · CrewAI · FastAPI · Pydantic v2 · OpenTelemetry/OpenInference · Docker
A local-first Australian bushfire preparedness report system combining deterministic analysis, controlled LLM generation, hybrid RAG, and human review.
- Built a fail-closed hybrid RAG pipeline with Qdrant, EmbeddingGemma, BM25/RRF, jurisdiction filtering, and prompt-injection boundaries.
- Achieved Top-8 Recall 100%, MRR 92.2%, and Top-1 85.3%; all 8/8 model regression cases passed governed report gates with zero safety violations.
Stack: Python · Streamlit · EmbeddingGemma · Qdrant · BM25/RRF · GitHub Actions
A local-first task manager for Genshin Impact multi-account players and service studios, delivered as a Windows desktop application and offline PWA.
- Implemented cross-platform backup migration with ID/UUID remapping and foreign-key reconnection, plus Windows DPAPI credential protection.
- Delivered 31 GitHub releases across Windows and PWA runtimes and served dozens of users.
Stack: Python · SQLite · JavaScript · pywebview/WebView2 · IndexedDB · PWA · PyInstaller
Agent & LLM
LangGraph · CrewAI · LangChain · Multi-Agent Workflows · Tool/Function Calling · Structured Output · Guardrails · Human-in-the-loop
RAG & Evaluation
Embeddings · Qdrant · BM25/RRF · Hybrid Retrieval · Context Engineering · Agent/RAG Evaluation
AI Application Engineering
Python · FastAPI · Pydantic v2 · SQL/SQLite · JavaScript · Docker · GitHub Actions · Linux · OpenTelemetry/OpenInference
Open to 2027 new-grad opportunities in AI Agent, LLM Application, Agent Platform, and AI Backend Engineering.