I'm a Machine Learning Engineer II at H2O.ai based in Sydney, Australia, building production-grade AI systems at the intersection of multi-agent orchestration, financial crime detection, and generative AI.
I hold a BSc in Computer Science & Engineering from the University of Moratuwa, Sri Lanka, and co-authored research on few-shot novel view synthesis using meta-learning (FewShotNeRF).
- π¦ Financial Crime Detection β AML/CTF transaction monitoring & alert investigation dashboards for enterprise clients (incl. Commonwealth Bank of Australia)
- π€ Multi-Agent Orchestration β Building production platforms using LangGraph, AutoGen, CrewAI & NVIDIA NeMo; contributed 2,300+ lines to NVIDIA NeMo-Agent-Toolkit for cross-workflow observability
- π Flood Intelligence Blueprint β AI-powered flood prediction system featured on build.nvidia.com and showcased at NVIDIA GTC
- π¬ GenAI Video Marketing β Producing AI-generated video content for H2O Driverless AI using HeyGen
- π Perpetual KYC & Document Analysis β Intelligent document processing pipelines for financial compliance
- π³ Alternative credit scoring application
- π Transaction abuse detection system
- π§ ATM cash optimization solution
- π¨ AI Art virtual gallery
- π Notebook-to-web-app converter
- π§ NeRF generalization via meta-learning (FewShotNeRF research)
AI / ML
Backend & APIs
Frontend
Cloud & MLOps
- Multi-agent AI system design (LangGraph, AutoGen, CrewAI, NeMo)
- Financial crime detection β AML, CTF, fraud, transaction monitoring
- H2O Driverless AI & H2O Wave
- MLOps, FastAPI backends, production AI pipelines
- Computer Vision & NeRF
- React / React Native



