Forward Deployed Engineer · Kuala Lumpur, Malaysia · Founder, VYROX AI
I do not ship software and leave. I go into the customer's operation, find where the real work breaks, and stay until the system that fixes it is running.
| Area | Stack |
|---|---|
| AI agents and LLM fine-tuning | Qwen, Llama, DeepSeek, GLM via Ollama and vLLM |
| Private local AI | Open-weight models on hardware the client owns; PDPA-aligned, air-gappable |
| Computer vision | Face recognition, vehicle plate recognition, behaviour monitoring |
| IoT and building automation | KNX, MQTT, LoRaWAN, GRMS, access control, video intercom |
| Backend and infrastructure | Ubuntu Server, MariaDB, REST APIs, on-prem and cloud deployment |
A Malaysian manufacturer's quote turnaround fell from 2 days to 4 hours. 78% of margin approvals now auto-clear. Live across two branches in 71 days.
The interesting engineering was not the model. It was working out which price list was authoritative, what the margin band actually was versus what policy said, and what happens to the 22% of exceptions that now arrive without the context a human used to carry.
| Practice | What it is |
|---|---|
| Forward Deployed Engineering | Fixed-price business process automation, engineered inside your operation |
| AISERVA | Private local AI on hardware you own; offline-capable, no subscription |
| AutoServa | Agentic AI workflow automation, cloud or fully air-gapped |
Serving Malaysia, Singapore, Thailand, Indonesia, the Philippines, Vietnam and Brunei.
DSH RC · Remote Control · MIT · TypeScript
Reliable remote access for the DeepSeek Harness desktop app: one outbound TLS WebSocket, the real Harness UI in any browser, no WebRTC, no UDP, no second client. Self-hosted edge, 197 automated tests, real end-to-end proof.
Architecture · Why no WebRTC · Release v0.1.0
PhD in Internet of Things, Universiti Malaya · MBA, Universiti Putra Malaysia · BEng Civil Engineering, UPM
Seven peer-reviewed publications with Springer, Emerald and IOP Publishing on IoT adoption, smart home technology and satellite image analysis. Fourteen years shipping these systems commercially.
ORCID: 0000-0003-1710-129X