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About

The tools changed.
The responsibility did not.

My work has consistently sat between an unclear request and an accepted result. AI gives me a wider technical toolset for the same responsibility.

From client delivery to AI product building.

I began in marketing data and business coordination, then co-founded a small digital studio in 2015. I worked directly with clients, translated broad requirements into deliverables, coordinated suppliers and implementation, and stayed responsible through final acceptance.

Since 2024, I have increasingly applied that experience to AI applications. Development Agents complete substantial implementation and testing; I define the product, set boundaries, choose workflows and integrations, review failures, direct corrections and personally validate the full flow.

I am not presenting myself as an ML researcher or as someone who manually wrote every line. My value is connecting business ambiguity, product judgment and technical delivery.

Education

2014

Master of Information Technology Studies

University of Wollongong. English-taught coursework covering programming, web technologies, databases, systems analysis, networks and information security.

2013

Bachelor of Arts in Advertising

Shenzhen University. Began in Physics and later changed major to Advertising; Physics was not a completed second degree.

Experience

  1. AI product and application projects

    Made AI products the main focus from 2024, carrying the same end-to-end ownership into product definition, workflow and system design, API integration, automation and deployment. Development Agents accelerate implementation and testing; I set requirements and boundaries, coordinate work, inspect failures, direct corrections and personally validate each full user flow before acceptance.

  2. Co-founder · Digital studio

    Led end-to-end delivery for community and public-sector projects across websites and campaign pages, visual communication, WeChat operations, public events and spatial installations. I translated multi-level stakeholder needs into scopes and schedules, coordinated designers, suppliers and on-site teams, managed revisions and delivery communication, and stayed accountable through client acceptance; my business partner focused primarily on business development and client acquisition.

  3. Marketing Specialist · Ping An P&C Shenzhen

    Analysed auto-insurance marketing and conversion data, prepared internal reports and coordinated with telephone-sales teams. Left after approximately six months to continue postgraduate study.

Skills

01

Product & delivery

Turn ambiguous requests into product scope, workflows, acceptance criteria and staged priorities, then carry the work through stakeholder alignment and end-to-end UAT.

Problem framing · Product scoping · Workflow design · Stakeholder coordination · Acceptance testing

02

AI & Agent workflows

Use OpenAI Codex, ChatGPT/GPT and Grok in structured development workflows, then design Agent responsibilities, permissions, hand-offs and human decision points. Review outputs, inspect failure paths, direct corrections and keep simulated, read-only and production actions distinct.

OpenAI Codex · ChatGPT/GPT · Grok · Multi-Agent coordination · Task decomposition · Permission boundaries · Model/API selection · Failure review

03

Application delivery

Work across frontend, APIs, state, data, tests and deployment through Agent-assisted implementation, hands-on review and debugging, with contribution boundaries stated clearly.

JavaScript/TypeScript · React/Next.js · Node.js/Express · Python · SQL/Redis · REST APIs · Playwright · Git/Linux/Vercel

04

Design & client delivery

Combine an advertising and visual-communication background with websites, campaign pages, WeChat operations, public events and spatial installations, including supplier and on-site coordination.

Web and campaign pages · Visual direction · Content operations · Supplier coordination · On-site delivery

At a glance

Role direction

AI Application, Prototype / POC, Solutions, Automation and Technical Product roles where delivery judgment matters.

Hong Kong work right

Hong Kong permanent resident. No visa sponsorship required. Currently based in Shenzhen.

Languages

Cantonese, Mandarin and English. English interview fluency remains an active practice area; no unsupported proficiency score is claimed.

Working model

Agent-assisted implementation with human product direction, constraints, review, correction and acceptance.

Selected work

See how this approach works in practice.

FightGame is the current flagship case. 牛来生米小队 is the more recent multi-Agent system still in development.