I build tools
that people use.
From HR and frontline operations to full-stack development. I build internal systems that solve real operational friction. Not senior, just obsessed with solving problems.
My journey
I did not come from a computer science path. I studied Human Resource Management and will officially graduate in December 2025. My early work involved helping people, understanding policies and figuring out how daily operations actually run.
"Working frontline showed me how much time gets lost because information lives in different places. The team works hard, but the tools slow them down."
Before web development, I spent early 2025 learning MQL4 and MQL5 to build trading automation. I deployed systems on VPS setups, tested execution logic and learned how to handle real-time data. It taught me discipline, structure and how to think through a process from start to finish.
When my supervisor asked if I could create a better way to track internal work, everything clicked. I realised the same logic from automation could help with operations. That was the start of KIOS.
Featured projects
Real tools built for real use cases. From operations to automation experiments.
KIOS
Internal Operations SystemA centralized tool to manage programs, employers, and staff roles at KWSP Kluang.
"Built during my Protege placement to replace multiple spreadsheets. The branch needed a single source of truth for their daily operations."
SNRX
Support and Resistance XAutomated trading system built in MQL4 and MQL5.
"My entry point into coding. I wanted a rule-based system that removed emotion from trading decisions. Taught me discipline, patterns, and clean logic."
Trading Automation Lab
API ExperimentsExperimental sandbox for learning APIs, data flow, and system integration.
"Grid trading bots for Luno, Telegram signal alerts, Python to MT4 bridges. A hands-on lab where I learned how systems talk to each other."
SNRX Lite
A minimal landing page experiment to learn custom domains and static site hosting.
Tech stack
Workflow
AI in my workflow
I use AI tools to speed up learning and prototyping. They help me understand problems faster and build with fewer mistakes.
Timeline
How I got here.
Automation Start
Started learning MQL4 and MQL5 to automate trading decisions. Learned loops, logic and error handling.
Built SNRX
Created Support and Resistance X and deployed it on VPS.
Experiment Phase
Experimented with Python automation, Luno grid bots and Telegram alerts.
Protege Program
Joined KWSP Kluang through a Protege program. Frontline work exposed me to daily operational friction.
KIOS Begins
Asked internally if I could build a better tracking system. Started KIOS.
Full Stack Deep Dive
Deep dive into Next.js, Supabase, Tailwind, GitHub and deployment workflows.
Graduation
Official graduation for Human Resource Management.