I build visual intelligence for the physical world — and run it in production.

Operator turned product builder. I train custom vision models and ship them into real environments: licence-plate recognition live at 100+ parking sites, and a football analytics pipeline that turns match footage into tactical evidence.

100+ sites
Sites running car recognition system in production
Multiple domains
Sports video analytics · smart mobility · properties
10+ yrs
Product & operations across mobility, travel, logistics
01PitchSight
02Smart Parking
03AirDrum
04Personal Agentic System
01 — PitchSight
Football · Computer Vision

PitchSight

Turn football match videos into tactical evidence for training

  • Custom-trained player/ball trackers, team classification, ball action spotting, shot detection
  • Dataset collection, annotation, and evaluation
  • Portable camera for auto-capture → custom-built hardware setup + broadcast-ready video with auto ball following
Proof
Match footage → clips & reports Tactical map Custom event detection Real-world pitches
Camera auto-film and follow
PitchSight — tactical map with position tracking
Tactical map with position tracking
PitchSight — custom event tracking including ball and players
Custom event tracking inc. ball, players
02 — Smart Parking
Computer Vision · Deployed at Scale

Smart Parking

Fully automated operating system for smart parking across HK, Japan, Australia, US. 100+ sites.

  • Led end-to-end development: model training, camera hardware.
  • Operation: ops dashboard, site deployment, optimisation.
Scope
Custom vision model 100+ Sites HK · Japan · AU · US Camera Hardware Edge Deployment
Car recognition program
Web portal & custom dashboard
Smart parking — custom space camera deployment, Japan
Custom space camera deployment - Japan
03 — AirDrum
Computer Vision · Real-time

AirDrum

Custom-trained vision model + Python audio engine. Built for drum learners who want to practice at home.

  • Detects drumstick position and motion from a webcam feed. Triggers drum samples in real time.
  • Built end-to-end: dataset collection, model training, detection logic, audio output.
Technical
Custom Model Object Tracking Python
Demo clip
AirDrum — custom model training and labeling
Custom model training
AirDrum — testing detection setup
Testing
04 — Personal Agentic System
AI Agents · Automation

Personal Agentic System

A personal mission control infrastructure that orchestrates AI agents across research, coding and planning.

  • Cursor, OpenClaw, Telegram — coordinated into daily autonomous workflows.
  • Daily autonomous tasks: topic tracking, competitor monitoring, client follow-up etc.
Technical
Agent Orchestration Cursor / OpenClaw Telegram n8n
Personal Agentic System — mission control dashboard for agent management
Mission control dashboard for agent management
Bookmark tool as LLM wiki
Personal Agentic System — automated job posting monitoring
Automated job posting monitoring
Why I fit this role

What I bring to your team.

End-to-end ownership
Dataset → model → deployment → dashboard → optimisation. I own the full loop, not just the notebook.
Production evidence, not portfolios
Every project on this page runs on real footage or real sites — not mock demos.
Fast, verifiable iteration
Agent-assisted build workflow; I ship in days and refine on your feedback.

How I work

Domains
Sports video analytics, smart parking / LPR, edge deployment
Computer vision
Custom training, detection, tracking, production tuning
Delivery
End-to-end — dataset, model, deployment, dashboard, optimisation

About

Operator turned product builder. I train custom vision models and ship them into real environments.

Comfortable across product, ops, and engineering — five years as product lead before going independent.

Where I am: Hong Kong. Remote, timezone-flexible.
Background

Get in touch

15 minutes, your footage. Send me a clip — I'll run it through my pipeline and walk you through the output on a short call.

Get in touch