Notes
Things I've written.
Some thoughts, reflections, and notes on design and development — along with work in progress.
engineering
Digital Twins Explained: How I Built a Smart Vehicle Twin
A practical breakdown of what digital twins actually are, why they matter, and what I learned building one for vehicles.
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AI
Building SafMeh: What I Learned Designing a Safety App
The lessons from building an AI safety companion — from prompt engineering empathetic responses to handling the hardest edge cases.
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