AI-native builder working across data engineering, finance systems, and agentic workflows.
I build practical systems with AI agents, financial data, cloud data pipelines, and fast product prototypes.
I am a Computer Science student at Universiti Malaya who enjoys building systems at the intersection of AI, finance, and data engineering.
Instead of only building isolated apps, I am interested in designing workflows, infrastructure, and tools that help people:
- reason better with data
- automate repetitive work
- make better financial and operational decisions
- turn messy ideas into usable products
My work usually falls into four areas:
|
LLM workflows, RAG, MCP tools, orchestration, automation |
Market data, backtesting, personal finance, investment research |
ETL pipelines, orchestration, data quality, cloud workflows |
Hackathon MVPs, AI web apps, fintech tools, developer utilities |
| Area | What I am exploring |
|---|---|
| 🤖 Agentic AI | LLM orchestration, MCP, Claude Code workflows, RAG, tool-calling agents |
| 📊 Quant / Finance | Autonomous alpha discovery, backtesting, market data pipelines, investment decision support |
| 🔩 Data Engineering | Data pipelines, orchestration, CI/CD, data quality, warehouse automation |
| ⚡ Product Building | Fast MVP development, AI-assisted engineering, workflow-first software design |
| Project | Area | What it shows |
|---|---|---|
| Vibe Quant | Quant / AI | Autonomous alpha discovery using LLM agents, vector memory, and backtesting workflows. |
| UM Datathon Bitcoin Strategy | Quant / Data | Bitcoin algorithmic trading strategy research and backtesting. |
| Role | Organization | Period | Focus |
|---|---|---|---|
| Data Engineering Intern | Ryt Bank / YTL Digital Bank | Jul 2025 – Jan 2026 | Data pipelines, orchestration, cloud data infrastructure |
| Data Intern | YTL AI Labs | Apr 2025 – Jun 2025 | Built web crawling scripts to collect training data; used LLMs to generate synthetic data for ILMU, Malaysia's homegrown LLM |
| AI Fullstack Developer Intern | EmbeddedLLM | Jul 2024 – Sep 2024 | Built full-stack AI applications with LLM backends; developed REST APIs, integrated third-party LLM providers, and shipped customer-facing web interfaces for LLM-powered features |
| Software Engineer Intern | Techtics Solution Sdn Bhd | Apr 2024 – Jun 2024 | Developed blockchain-based features and smart contract integrations; contributed to backend development and internal tooling |
🏆 View all hackathon highlights (18 events)
| Achievement | Hackathon | Project | Link |
|---|---|---|---|
| 🥇 Top 10 Finalist | KitaHack 2026 | Personalised financial planner that visualises wealth growth | Repository |
| 🎖️ Consolation Prize | UKM Data Challenge 2025 | Data insight on population and water stress across Malaysian states | Repository |
| 🥉 2nd Runner Up | Alibaba Cloud Malaysia AI Hackathon 2025 | FundSight AI: grant recommendation system for Malaysian SMEs | Repository |
| 🥈 1st Runner Up | KitaHack 2025 | Medimate: healthcare management assistant | Repository |
| 🎖️ Consolation Prize | VHack 2025 | Medimate: healthcare management assistant | Repository |
| 🥈 1st Runner Up | UMHackathon 2025 | AmanahBlock: Shariah-compliant AI and blockchain donation platform | Repository |
| 🤝 Participant | Deriv Hack 2025 | AI agent for dispute resolution using OCR and cross-checking tools | Repository |
| 🏆 Champion | UM Datathon 2024 | Bitcoin quant algorithmic trading strategy | Repository |
| 🥇 Top 10 Finalist | Deriv Hack 2024 | AI eKYC project | Repository |
| 🥇 Top 15 Finalist | Setel Hack 2024 | AI-powered chatbot for retail | Repository |
| 🤝 Participant | GodamLah 2024 | Enhanced AI eKYC project | Repository |
| 🤝 Participant | PayHack 2024 | FinScope project | Pitch Deck |
| 🤝 Participant | MYHackathon24 Cohort 1 | StackOverflow-like website for public complaints | Repository |
| 🤝 Participant | MYHackathon24 Cohort 2 | AI listener that flags suspicious phone calls | Drive Folder |
| 🤝 Participant | IHAX 2024 | Marketplace of PDF embeddings for learning materials | Repository |
| 🤝 Participant | UMHackathon 2024 | Chat RAG with personal finance data | Repository |
| 🤝 Participant | KitaHack 2024 | Daily RUOK: daily mental health screening | Repository |
| 🤝 Participant | 1st Day Hack 2022 | Navigation support concept for visually impaired users | Repository |
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I write about AI, finance, software engineering, and building useful systems. Open to conversations around AI agents, data engineering, finance systems, quant research tooling, hackathons, and AI-assisted software engineering.
