Designing Reliable Full-Stack Systems for Real Clients

I usually start with business flows first, then map entities and data lifecycle before coding UI screens. This makes feature changes easier later.

For backend architecture, I keep modules separated by bounded concerns, with clear API contracts and explicit validation.

On frontend, I optimize for readability and predictable state transitions so the next developer can scale it safely.