
Vision Patrol
Autonomous visual-intelligence platform for virtual guard tours, combining low-latency multi-camera streaming, local VLM scene reasoning, and automated incident reporting.
Solutions Architect — Vision AI, Video Analytics & Edge AI
Solutions Architect and hands-on engineering lead designing and building Vision AI applications that connect live video, GPU inference, and enterprise workflows. Brings 15+ years of experience in Singapore’s enterprise physical-security sector, including 10+ years focused on video analytics, spanning solution design, proof-of-concept evaluation, systems integration, and field deployment.
I bridge technical delivery and stakeholder understanding—clarifying user requirements, presenting solution options, and explaining delivered results clearly to technical and non-technical audiences.
Systems engineered for real-world RTSP video ingestion, edge GPU benchmarking, and field automation.

Autonomous visual-intelligence platform for virtual guard tours, combining low-latency multi-camera streaming, local VLM scene reasoning, and automated incident reporting.

Enterprise field-service platform connecting multi-team job dispatch with automated compliance reports, mobile offline sync, and edge API microservices.

Cross-platform mobile inspection utility for site engineers to capture commissioning photos, apply vector overlay annotations, record voice notes, and export standardized PDF reports on-site.
Structured across vision AI, edge video streaming, enterprise architecture, and full-stack systems.
Engineering practical inference pipelines connecting live camera feeds to lightweight vision models, local Visual Language Models (VLMs), and containerized microservices in Python and PyTorch under strict latency and VRAM constraints.
Architecting low-latency RTSP and real-time video ingestion, multi-stream GPU optimization, and containerized inference servers on local NVIDIA RTX hardware.
Leading customer discovery, proof-of-concept (POC) latency-vs-accuracy evaluations, edge hardware sizing, and joint partner communication across commercial and industrial deployments.
15+ years of experience delivering and integrating enterprise video surveillance, access control, and supporting network infrastructure in Singapore, including hardware I/O integration, fiber backbones, VLAN segmentation, and site risk assessments.
I communicate effectively with stakeholders at all levels, translating user requirements into clear technical proposals and presenting solution approaches, trade-offs, and delivered results in language suited to the audience.
15+ years in Singapore IT/OT physical security infrastructure, guiding enterprise clients from rule-based VA to GPU-accelerated vision pipelines.
Trinet Technologies Pte Ltd • Singapore
Formal qualifications and continuous specialized certifications.
Yangon Technological University
Amazon Web Services (SAA-C02)
Previously Certified
Cisco Networking Curriculum
Advanced enterprise routing, switching, and network segmentation
For career opportunities, technical discussions, or collaboration in Vision AI and solutions architecture, reach me by email.