I build agentic AI systems that run on real hardware

Founder, builder, and operator with 20+ years of industrial technical experience across Asia Pacific. Local AI, multi-agent pipelines, zero cloud cost.

See What I've Built Get in Touch
6
AI systems built
9
Agent pipeline
12
Depts automated
$0
Cloud cost (local AI)
7B
Params, on-premises
20+
Yrs B2B sales

What I've Shipped

Production AI Systems

Built for real use cases. Running unattended. No cloud dependency.

⚖️ AI Governance Platform
Live · 12 Departments

Enterprise intelligence system that monitors global news for governance risks, audits contracts and SOPs against PDPA, MAS, MOM, GDPR, and ISO 27001, tracks department scores over time, and delivers automated weekly boardroom reports — entirely on-premises. No data leaves the organisation. No cloud subscription. Zero ongoing cost after setup.

12
Departments
6
News categories
8
Audit templates
<60s
Audit time
$0
Monthly cost
Python 3.11 Qwen2.5 7B llama.cpp SQLite RSS/HTTP SMTP Windows Task Scheduler LAN-only 100% offline
🧠 Helix Brain — Local AI Assistant with RAG
Deployed · Self-hosted

Self-hosted AI assistant with long-term memory and autonomous research. Every query is checked against stored memories using LLM-judged relevance filtering — not just vector similarity scores — so unrelated questions don't pull irrelevant context. Runs daily autonomous web research on a configurable topic and stores findings automatically. Survives machine reboots with zero manual recovery.

RAG
LLM-judged relevance
Auto
Daily research
0
Manual restarts needed
100%
Local / private
Python Postgres + pgvector Redis Docker Ollama SearXNG API key auth Auto-restart
🔬 IdeaEngine — 9-Agent Startup Validation Pipeline
Monetised · $99 / $299

A multi-agent system that stress-tests startup ideas the way a room full of sceptical VCs, GTM strategists, and critics would. Nine specialised agents argue with each other across 8 domains before producing a full validation report. Launched publicly on X, Indie Hackers, and Reddit as a paid report service.

Research → Ideation → Critique → Debate → Planning → GTM → Assumptions → Investor Analysis
9
Agents
8
Domains
$99
Single idea
$299
3-variant compare
Multi-agent Agentic pipeline GTM strategy Investor analysis Monetised
📱 P6 Maths Exam Prep App
In Development

Production-quality React Native app for Singapore's 2026 MOE P6 Mathematics syllabus — built entirely from an Android phone using Termux and Expo Go. Completed phases 0–4.4: CI gate, architecture, local migration system, optimistic concurrency, change tracking, sync queue, Supabase authentication, and full sync engine. Real device bugs caught that never surface in sandboxes.

4.4
Phases complete
Android
Built from phone
Supabase
Auth + sync
React Native Expo Go Supabase SQLite Termux CI/CD expo-crypto
🎬 Helix Video OS — Autonomous Reels Pipeline
In Development

Autonomous multi-agent pipeline that generates and publishes Instagram Reels for Singapore SMEs with no human in the loop. Content ideation, scripting, production, and scheduling handled end-to-end by AI agents. Designed to scale across clients without adding operational overhead.

Multi-agent Content automation Instagram API Singapore SMEs Zero-ops scaling

Technical Stack

Tools I Build With

Everything runs locally first. Cloud is optional, never required.

🐍 Python
🦙 llama.cpp
🧠 Qwen / Ollama
🔍 pgvector + RAG
🐳 Docker
⚡ Redis
🗄️ Postgres / SQLite
🔎 SearXNG
📱 React Native
🔐 Supabase
📊 SQL / R / Python
🤖 Multi-agent systems

Background

Builder + Operator + Industrial Sales

Not just an AI hobbyist. 20 years of shipping real things in industrial environments across Asia Pacific.

🏭
Industrial Operations DNA
Started as a GMDSS Project Engineer at Keppel FELS, Jurong Shipyard, ST Marine, and Penguin — commissioning communications, navigation, and automation systems on vessels and offshore rigs. Factory floors and shipyard environments are not foreign territory.
🌏
Asia Pacific Enterprise Sales
Headhunted to Jotron Asia (EPIRB, SART manufacturer) for technical expertise. Built the Thailand market from zero. Managed accounts across SG, MY, TH, ID, PH, and China. Complex technical B2B sales with multi-month cycles.
📺
CNA Talking Point Feature
Featured alongside host Diana Ser on Channel NewsAsia's Talking Point programme. Built Lele Durian to 7,000+ Facebook followers by pioneering social media for durian retail in Singapore — and survived COVID-19 by pivoting to delivery with sold-out stock every day.
🎓
Certified in AI & Security
Associate AI/ML Developer (NTUC), Certified Ethical Hacker and Certified Application Security Engineer (EC-Council). Advanced Diploma in Cybersecurity. Diploma in Electronics, Computer & Communication from Singapore Polytechnic.
Career Timeline
Founder & AI Systems Engineer
Helix AI Pte Ltd
2023 – Present · Singapore
Building enterprise AI automation systems — local LLMs, multi-agent pipelines, RAG, governance platforms.
Business Owner
Lele Durian Stall
2012 – Present · Singapore
CNA Talking Point-featured brand. 7,000+ Facebook followers. Pioneer of durian retail on social media in Singapore.
Regional Sales & Account Manager
Jotron Asia Pte Ltd
2010 – 2012 · Asia Pacific
Headhunted for GMDSS technical expertise. EPIRB, SART, Phontech systems across SG, MY, ID, PH, CN.
Project Engineer → Regional Sales Executive
Jason Electronics Pte Ltd
2005 – 2010 · Singapore / Thailand / China
GMDSS commissioning at Keppel FELS, Jurong, ST Marine, Penguin. ABS, BV, DNV certification. Built Thailand market from zero.
Communications Systems Specialist
Republic of Singapore Navy
1998 – 2004 · Singapore
Mission-critical naval communications. The foundation of a career in technical systems and zero-failure operational standards.

Let's build something.

Based in Singapore, relocating to Austin TX. Open to Founder's Associate, technical co-founder, or enterprise AI roles. Fluent in English and Mandarin.