AI features should feel useful, not magical
What I learned building AI product flows where the model is only one part of the system.
React Native & Full-Stack Developer
I build and ship production mobile and web apps with Expo, Next.js, TypeScript and modern backend tools. My work includes App Store apps, AI features, subscriptions, payments, analytics, dashboards, marketplaces and client-facing platforms.
Notes from building AI products, mobile apps and production systems.
What I learned building AI product flows where the model is only one part of the system.
A practical pattern I use for AI mobile apps: capture input, process it safely, show editable results, then save structured data.
Notes from building voice practice flows: recording quality, transcription, scoring, latency and feedback that users can act on.
Why small markets can still work if the product has a clear promise, a reachable audience and a real habit.