Framework

• Core principles
• What changes in delivery
• Real-world impact

Checklist

• **Clarity first**: typed inputs, explicit contracts, predictable routes
• **Repeatability**: standard structure across modules and pages
• **Observability**: logs, states, and handoff docs in plain language
• Faster scoping because we can validate logic against real usage
• Fewer rewrite cycles because the foundation is modular

Concrete examples

• A practical definition of AI-native engineering: architecture choices that keep maintenance, docs, and changes cheap
• Prototype onboarding flow in 14 days before retainer kickoff
• Replace multi-vendor handoffs with one integrated delivery loop
• Use acceptance gates to keep speed without quality regressions