At Code Red Digital Solutions, I co-founded a software consultancy delivering AI-enabled applications, backend services, and data pipelines. I contributed to LLM training and evaluation projects for Snorkel AI via HireArt, creating training data for the Wholesale Trade sector.
I build AI features with Python, FastAPI, LLM APIs, and vector database results, and work across development, testing, deployment, and production support. My background includes software engineering and QA across FinTech, identity verification, and fraud detection.
At Airwallex, I led the design and development of backend services and APIs for identity verification, fraud detection, and financial risk assessment. Earlier, as Senior Product Manager at Fair-Klima Capital, I created product roadmaps and coordinated delivery across three teams.

