Pure human coding is too slow. Pure AI coding is too risky. The solution is the Hybrid Workflow: A system where humans provide the architectural vision and quality gates, while AI handles the boilerplate and implementation speed.
1. Human as Architect
The human engineer defines the system architecture, component boundaries, and API contracts. The AI is then tasked with filling in the implementation within these strict constraints.
2. AI as First-Pass implementation
Use AI to generate the 80% boilerplate. This frees up human bandwidth to focus on the 20% complex logic that requires deep context and edge-case handling.
3. Automated Quality Gates
Every piece of AI-generated code must pass through automated testing and linting before a human even looks at it. This ensures that only "syntactically correct and passing" code reaches the human review stage.