
6
2
Singapore
1 year of experience
Operations Director at Blue River Technology, supporting the development and delivery of AI products across enterprise resilience, cybersecurity, risk intelligence and governed agentic systems. My work focuses on operations, product coordination, user needs and turning technical capabilities into practical solutions that organisations can adopt and use effectively. I am particularly interested in responsible AI, human-centred technology, operational resilience and helping teams translate innovation into measurable real-world outcomes. Based in Singapore, I work closely with technical and business teams to bring AI concepts from early ideas into structured, usable and commercially relevant products.

OT Sentinel Edge AI is a cyber-physical resilience platform for industrial and operational environments. It turns live camera, video, and sensor signals into explainable operational intelligence at the edge, helping teams detect unsafe conditions, equipment anomalies, suspicious activity, and emerging incidents before they become major disruptions. The prototype uses computer-vision inference with OpenVINO and ONNX models to process real-world inputs locally, reducing latency and unnecessary cloud exposure. Detected events are correlated with operational context to estimate affected assets and blast radius. A governed decision layer then recommends containment or remediation actions, but keeps high-impact actions behind explicit human approval. The system is designed around production concerns rather than a single model demo: edge inference, evidence capture, event severity, confidence scoring, auditability, human-in-the-loop controls, and post-action verification. A web dashboard presents live detections, incident timelines, affected assets, recommended actions, and evidence. For the AI Infra Summit Hackathon, the focus is demonstrating how Intel-aligned edge AI can move from perception to a safe, explainable operational response using a standard webcam/video feed and an industrial monitoring scenario. The longer-term goal is a deployable platform for factories, utilities, data centres, logistics sites, and other environments where physical operations and cybersecurity increasingly overlap.
16 Sep 2026

VerbaTrace AI turns enterprise conversations into accountable outcomes. Built for compliance reviews, risk assessments, due diligence, requirements workshops and structured interviews, VerbaTrace listens in real time, understands what has been said, identifies incomplete or weakly supported answers, and asks focused follow-up questions before the session moves on. For this hackathon, VerbaTraceuses AssemblyAI as the real-time voice layer for speech recognition, natural turn-taking, interruption handling, agent responses and tool-driven actions. Blue River’s workflow engine adds evidence scoring, structured findings, risks, decisions, action items and an auditable session record. Unlike a generic voice chatbot, VerbaTrace is designed to make important conversations inspectable and useful after the call ends. The result is not just a transcript: it is a structured evidence pack that shows what was said, what remains unresolved, what requires follow-up and what should happen next. This creates a practical foundation for trustworthy voice agents in regulated and enterprise workflows.
30 Sep 2026