What I do
I build simulations, educational tools, dashboards, and AI systems that make hard things easier to see, test, and understand.
Builder Mindset
I’m a teacher, builder, and systems thinker. This lab is where simulations, educational tools, and AI systems come together — not as abstract ideas, but as useful things people can learn from, explore, and actually use.
I’ve worked in classrooms and I’ve built systems. The best tools usually come from people who have done both.
I build simulations, educational tools, dashboards, and AI systems that make hard things easier to see, test, and understand.
Builder MindsetI care about clarity because I’ve had to explain complex ideas to real people, in real classrooms, where abstraction is only useful if it lands.
Teaching LensI’m interested in systems that do real work: things that teach, reveal, organise, simulate, and make decisions easier to reason about.
Practical SystemsMost projects here begin with a question, not a roadmap. The build is how I think my way toward the answer.
Curiosity-DrivenI don’t separate teaching from building. The classroom changed how I think about systems, interfaces, and explanation.
If a learner or user can’t see what the system is doing, the design is unfinished. Every build here is shaped by that standard.
I’m drawn to systems that can be manipulated, tested, and inspected. Simulations and tools become stronger when they invite exploration.
Even when I’m building AI systems or dashboards, I’m still thinking like a teacher: what matters, what confuses, what helps, what sticks.
The goal is never just to make something work. It’s to make the system legible enough that people can trust what it’s doing.
I’m less interested in presenting a perfect finished identity than I am in showing what I’m making, testing, refining, and learning from.
Current focus areas include interactive simulations, educational tools, and AI systems that are practical enough to use and open enough to inspect.
Simulation-first thinking
Learning as a design axis
Systems built to be understood
Systems Thinking, Not SolutionismI don’t build for hype. I build at the intersection of education, engineering, and experimentation because that’s where the most interesting and useful systems tend to live. I care about how things work, but I care just as much about whether people can understand them, learn from them, and trust them. No bloat. No theatre. Just systems built carefully enough to be worth using.
Most of what I build is shaped by the same handful of principles.
I’d rather chase a real problem or idea than decorate a template with clever language.
Iteration is not a cleanup step. It’s the work.
If the user can’t tell what the system is doing, the system isn’t finished.
The lab is a place to make useful things public, not hide the process behind polish.
I’m interested in systems that stay legible, useful, and grounded in real use.
I’m interested in useful systems, not inflated ones. I build things to teach, test, clarify, and reveal. If that resonates, you belong here.