I build tools that make everyday work smoother. I come from HR and frontline operations, so I see the real problems people deal with. I first learned automation through trading systems, then shifted into web development to improve workflows at the organisation I am serving now. My goal is simple. Build things that genuinely help people do their jobs better.
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.
On August 4, 2025, I joined a government-linked organisation through a Protégé program. 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, a tool I am still actively building.
Today I work with a mix of web technologies and AI-assisted tools like Claude, ChatGPT and Gemini. I am not trying to chase hype. I just want to build things that solve real problems.
Real tools built for real use cases. From operations to automation experiments.
A tool to organise staff roles, appointments and outreach activities.
“Requested internally to replace multiple spreadsheets and help the team work with clearer information.”
Developed during my Protégé placement for a large public-sector organisation.
Automated trading system built in MQL4 and MQL5.
“My entry point into coding. I wanted a rule-based system that removed emotion from my decisions as a beginner trader.”
Experiments with crypto bots, Telegram signals and Python bridges.
“A hands-on sandbox where I learned how different systems pass data, trigger actions and talk through APIs.”
A minimal landing page experiment to learn custom domains and hosting.
I use AI tools to speed up learning and prototyping. Claude helps with logic breakdowns. ChatGPT helps with structure and planning. Gemini helps me think through layouts and UI. I use them the same way I use any other tool. Understand the problem faster, build with fewer mistakes.
How I got here.
Started learning MQL4 and MQL5 to automate trading decisions. Learned loops, logic and error handling.
Created Support and Resistance X and deployed it on VPS.
Experimented with Python automation, Luno grid bots and Telegram alerts.
Joined a public-sector organisation through a Protégé program. Frontline work exposed me to daily operational friction.
Asked internally if I could build a better tracking system. Started KIOS.
Deep dive into Next.js, Supabase, Tailwind, GitHub and deployment workflows.
Official graduation for Human Resource Management.