Vibe coding as the method, the design system as context, senior review as quality control. Mergeable code instead of refactoring debt.
Product development with AI at the core of the workflow: code is generated from natural-language prompts (vibe coding). The context makes the difference. Without a system AI produces islands, with a system it produces production code.
Without a design system every generated snippet is an island: different tokens, different patterns, more review. Vibe coding without a system is chaos in slow motion, with a system it becomes a speed lever.
Design system → token context → prompt → production code. AI delivers the first draft, senior review decides what stays, code that doesn't need refactoring.
Tokens and patterns as the foundation.
Prepared as context for the AI.
Natural language, within the right frame.
Mergeable, no refactoring.
Your token system prepared as the context AI tools use while generating.
Generated code that hits your patterns and merges without refactoring.
From design to integrated code, one continuous flow instead of handoff.
An established process your team uses to ship with AI itself.