At Appen, I manage AI data and linguistic projects, evaluating and improving LLM-generated outputs for accuracy, coherence, and logical reasoning. My work includes text and speech annotation, semantic analysis, content safety evaluation, and prompt engineering for AI agents and RAG systems.
At RURU CRAFT STATION, I developed business strategies and managed operations, product development, marketing, and finances. I also teach at RUMAH CERIA CHILDCARE, where I plan lessons, support students, and maintain a safe learning environment.

