- Build full-stack with AI coding tools daily, and ship features that can hold up in production
- Review AI-written code carefully: you catch the missing edge case, the insecure shortcut and the change that works but should not exist
- Can specify a feature clearly enough that an agent builds the right thing the first time
- Understand the system underneath: databases, APIs, webhooks, auth, queues, and what happens when one of them fails
- Care about how the product feels to someone using it on mobile, WhatsApp or the web, and notice the small things
- Write clear notes and pull requests, and ask for help early
- Work without waiting to be told what is next, and finish what you start
- Want to build from 0 to 1, not maintain something that already works