murphy's law for people who build with ai
a presentation on ai-assisted prototyping, the cost of confident mistakes, and the human checks that keep a system dependable.
essays & notes
a collection of curiositiesnotes on building software, physical products, music, and everyday design. written simply based on things i learn while building products.
relay recovery: prove the check can run
a missing dependency, misleading timeouts, and the evidence that confirmed recovery. a repair receipt with measured timings and their limits.
soft clothes for hot cities: what i actually wear to walk
soft clothes for a hot city: a peach short-sleeve shirt, a brown quarter-zip knit and shoes with grip, dressed like a small painting.
the geometry of shibuya-kei: a shelf of neighbours for long sessions
i keep no shelf labelled shibuya-kei, only its neighbours: city pop, sophisti-pop and sleepy japanese jazz that let a long session hold.
reverse-engineering client binaries: extracting ground-truth design tokens from mobile apks
how inspecting compiled Android APKs helps eliminate design drift between Figma and production code, making it fast and easy to build interactive prototypes.
building a product operations workspace: reliable specifications & prototypes with ai workflows
why simple chatbot prompts fail for complex enterprise product requirements, and how a structured product operations workspace creates clear specifications, flowcharts, and interactive prototypes.