Hi,
My name is
AI Developer/Web Developer/Solopreneur · Building Products Solo
Building AI tools, web apps, and automation systems — and posting the whole journey online. My goal: become a solopreneur who ships full products solo.
SP Computer Engineering graduate · GPA 3.86 · AI intern at Tiny Equation · SUTD CSD Sep 2026
I build with AI
Three ways I build.
01
RAG systems, LLM workflows, agent-based tools, and AI apps — built from scratch, not just configured.
02
Full-stack web apps, APIs, automation pipelines, and deployable products.
03
Personal development content on YouTube, Instagram, and TikTok. On hiatus — restarting September 2026.
Three ways I build.
01 / 03
01
RAG systems, LLM workflows, agent-based tools, and AI apps — built from scratch, not just configured.
02
Full-stack web apps, APIs, automation pipelines, and deployable products.
03
Personal development content on YouTube, Instagram, and TikTok. On hiatus — restarting September 2026.
Journey
Education, work, and personal projects. Still in the journey.
Computer Engineering Student
Singapore Polytechnic
Computer Engineering diploma across 6 semesters — building projects in AI, software, cloud, embedded systems, and data. Graduated with a GPA of 3.86 / 4.0.
Computer Engineering Student
Singapore Polytechnic
Computer Engineering diploma across 6 semesters — building projects in AI, software, cloud, embedded systems, and data. Graduated with a GPA of 3.86 / 4.0.
Personal Development Content Creator
YouTube / Instagram / TikTok
Shared personal development, productivity, and learning content across YouTube, Instagram, and TikTok under The ALH Studio brand. On hiatus since April 2026 — restarting when university begins in September 2026.
Personal Development Content Creator
YouTube / Instagram / TikTok
Shared personal development, productivity, and learning content across YouTube, Instagram, and TikTok under The ALH Studio brand. On hiatus since April 2026 — restarting when university begins in September 2026.
System Engineer Intern
Gold Lite
Built an automation system that replaced a manual DICOM medical image migration workflow — reducing an estimated 1,000 days of manual work to a fully automated pipeline. Delivered within 45 days including development, testing, and handover.
System Engineer Intern
Gold Lite
Built an automation system that replaced a manual DICOM medical image migration workflow — reducing an estimated 1,000 days of manual work to a fully automated pipeline. Delivered within 45 days including development, testing, and handover.
AI Intern / AI Developer
Tiny Equation
Contributing to a SUTD-incubated AI startup — working on RAG systems, AI agents, LLM-based automation tools, retrieval logic, prompt design, and evaluation workflows. Last project: multi-agentic architecture for a math problem-solving agent (v1).
AI Intern / AI Developer
Tiny Equation
Contributing to a SUTD-incubated AI startup — working on RAG systems, AI agents, LLM-based automation tools, retrieval logic, prompt design, and evaluation workflows. Last project: multi-agentic architecture for a math problem-solving agent (v1).
Web Developer / Co-founder
L&L Service + Freelance
Co-founding L&L Service alongside a business partner — handling all development while they manage the business side. Also taking on freelance client website projects, built end-to-end with Claude Code.
Web Developer / Co-founder
L&L Service + Freelance
Co-founding L&L Service alongside a business partner — handling all development while they manage the business side. Also taking on freelance client website projects, built end-to-end with Claude Code.
Bachelor of Engineering — Computer Science & Design (CSD)
Singapore University of Technology and Design (SUTD)
Enrolling in SUTD's CSD programme — an 8-term degree combining algorithmic thinking, software engineering, and design principles to build need-driven computing solutions.
Bachelor of Engineering — Computer Science & Design (CSD)
Singapore University of Technology and Design (SUTD)
Enrolling in SUTD's CSD programme — an 8-term degree combining algorithmic thinking, software engineering, and design principles to build need-driven computing solutions.
Certifications & Skills
AI & LLM Engineering
Full-Stack Development
Data & Machine Learning
Cloud & Deployment
Systems & Engineering
Creative & Content
Soft Skills
AI Projects
Practical AI systems using LLMs, RAG, multi-agent architectures, and full-stack patterns — not wrappers.
“Anyone can use AI tools. I'm learning to build them.”
How a typical AI system works
Input
Query / Document
Retrieval
Vector Search
LLM
Reasoning
Agent
Tool Use / Planning
Output
Response
AI web app that analyzes CVs and matches them against job descriptions — built during the Gold Lite internship to help peers find fitting roles. Backend uses free Gemini API; may take a moment to load.
RAG-based agent that suggests improvements based on feedback, marking criteria, and user input.
CNN image classification model built using PyTorch with custom preprocessing and evaluation.
AI internship at a SUTD-incubated startup — working on RAG systems, AI agents, LLM-based automation, retrieval logic, prompt design, and evaluation workflows. Last project: multi-agentic architecture for a math problem-solving agent (v1).
Experimental automation pipelines built using the Claude API for content processing, routing, and agentic publishing workflows.
Exploratory builds with multi-step agent systems, function calling, memory patterns, and tool-use orchestration.
Client Websites & Digital Products
Paid web development — from layout and design to deployment. 3 live, 1 in development.
Web Developer
Web Developer / Co-founder
AI Lab
Experiments with Claude API, RAG systems, agent frameworks, and prompt engineering. Most aren't finished products — that's the point.
Using Claude Code to plan, build, refactor, and ship full-stack applications with better structure.
Testing retrieval pipelines, document understanding, and answer generation patterns.
Learning how agents can use tools, memory, planning, and structured workflows.
Designing prompts, system instructions, and evaluation flows for better AI behavior.
Building AI app features using Google Gemini API.
Experimenting with frameworks and patterns for multi-step AI workflows.
Using AI tools to speed up development while keeping architecture, testing, and quality in mind.
Roadmap
A rough map of where I am now and where I'm heading.
Now
Now
Shipping AI tools, deepening Claude API and RAG skills, building client websites via L&L Service.
Next
Next
Start SUTD CSD. Restart ALH Studio. Ship one polished, self-hosted AI product.
Future
Near Future
Build a SaaS or AI product that generates real revenue. Speak at a campus event.
Future
Long Term
Run a one-person AI product studio — tools built solo, used by real people.
Now
Now
Shipping AI tools, deepening Claude API and RAG skills, building client websites via L&L Service.
Next
Next
Start SUTD CSD. Restart ALH Studio. Ship one polished, self-hosted AI product.
Future
Near Future
Build a SaaS or AI product that generates real revenue. Speak at a campus event.
Future
Long Term
Run a one-person AI product studio — tools built solo, used by real people.
Get In Touch
Open to freelance projects, collaborations, and full-time roles. If you have something interesting in mind, reach out.