Singapore
Conducted applied research in psychometrics, game theory neuroscience to develop behavioural analytics approaches for AI-enabled public safety systems; co-authored deception research (under review). Led product development for Kognigate, an AI interview assistant integrating real-time speech-to-text streaming with LLM-based requirement matching. Built AI proof-of-concepts and advised leadership on emerging technologies, translating research into product concepts and captured IP.
Co-developed a full stack Speech-to-Text (STT) web application, using git for version control. Interacted with backend system via ZeroMQ for message queues, flask for API interaction. Leveraged Docker and Docker Compose for microservices management optimizing the application's scalability and maintainability throughout its development lifecycle. Devised and refined annotation strategy based on proprietary methods to calculate the Diarisation Error Rate of ASR-aligned speaker diarisation models against ground truth labels.
Machine Learning, Deep Learning (NLP - transformer models), Human-in-the-loop (Semi-supervised etc)