Frontend instincts. AI product systems.
Why does frontend experience matter for AI products?
Frontend engineering taught me to design around latency, uncertainty, model state, accessibility, and user trust.
01 / Profile
I learned to shape
the interface.
Now I shape the intelligence behind it. AI Product Engineer with 4+ years of production software experience across Apple and Topify AI.
My frontend background shapes how I build AI products: latency should be visible, uncertainty understandable, and system quality measurable.
2025 — 2026
Topify AI
Frontend Engineer · AI SaaS
AI analysis · Realtime UX · Prompt intelligence · Analytics · Growth
2021 — 2025
Apple
Frontend Engineer · Core Services
Accessibility · Performance · Platform modernization
03 / Background