Bringing agentic vision to the physical world.

Operator turned product builder. I ship visual intelligence and agentic software — from training custom vision models to deployment in edge hardware. Currently building mobility solutions for smart cities and PitchSight for amateur football teams in Hong Kong.

10+
Years in product & ops
100+
Sites deploying vision models
⚽
Footballer
01PitchSight
02Personal Agentic System
03Smart Parking
04AirDrum
01 — PitchSight
Football · Computer Vision

PitchSight

Elite football analytics costs $2M+/year. I want to enhance the performance of my local team from the weekly match videos but couldn't afford that.

  • Capture → auto-film, auto-edit, shareable highlights with portable camera
  • Detection → ball tracking, player tracking, custom events
  • Analysis → match reports, tactical visualisation
Focus areas
Football Analytics Computer Vision Event Detection Auto-film Portable Camera
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 — 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
03 — 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
04 — 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
For Sparta

What I bring to your team.

Data dashboard shipped
Built monitoring and ops dashboards for 100+ production sites and for my agentic system. Comfortable turning ad-hoc requests into shipped tooling quickly.
Custom vision models for football
Built and deployed custom-trained vision models in real world — edge hardware, continuous tuning, handling harsh site conditions. Applied directly to football: ball tracking, player detection, and event recognition from match footage.
Agentic automation in practice
I run autonomous pipelines for research, monitoring and ops — coordinated via Telegram and custom webapp with human-in-the-loop when needed.

Stack

Football
Player since age 5, tactical analysis, video analysis, amateur league weekly
Computer Vision
Custom model training, detection, tracking, pose estimation, edge deployment
AI & Agents
Cursor, OpenClaw, agent orchestration, n8n, Telegram bots
Tools
Next.js, Supabase, Python, PyTorch

About

I build by directing agents via Cursor and OpenClaw. Ship in days, refine on real feedback. Comfortable across product, ops, and engineering.

Football player since age 5. Still play in the amateur league weekly. I read the game and have studied tactical analysis on my own.

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

Get in touch