AI8 min read·Jan 28, 2026
Beyond the Demo: Why LLM Features Fail in Production
AI looks great in pitch decks, but non-deterministic outputs destroy user trust. How to build evaluation frameworks, structured output validation, and fallback chains.
Notes from engineering
Things I'm writing about.
Technical write-ups, architecture notes, experiments, and build logs — written for engineers, not SEO. Published when something's worth sharing.
Web6 min read·Mar 16, 2026
The Hidden Cost of Complexity: Why Boring Architecture Wins
Startups often adopt microservices too early, slowing down feature delivery and burning runway. Why 'boring' monoliths are a competitive advantage for speed-to-market.
Mobile7 min read·May 24, 2026
Cross-Platform vs Native: A Business Decision Disguised as a Technical One
Choosing a mobile framework dictates your hiring pipeline and iteration speed. The realities of React Native vs Swift/Kotlin for structuring early-stage growth teams.
Blockchain9 min read·Jul 30, 2026
Decentralized but Usable: Hiding the Blockchain from Your Users
The biggest hurdle for Web3 product-market fit is terrible UX. How to use optimistic UI updates and gas relayers to make a Web3 app feel as fast as Instagram.