[HUMAN]architecture System design, data modeling, API contracts.
Decisions that compound over years, not days.
This is where experience matters most.
[AI+HUMAN]build AI generates code from precise specifications.
Tight feedback loops. Rapid iteration.
10x velocity with human judgment on every merge.
[HUMAN]review Every PR read. Every edge case considered.
No hallucinated abstractions. No cargo-cult patterns.
20 years of pattern recognition applied.
[AUTOMATED]ship CI/CD, test suites, staging environments.
Deployment is a non-event.