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Vibe coding vs production: one project, two speeds

A project is a set of features, each on its own clock. Vibe some, certify others — and never rebuild to switch.


The mental model people struggle with is that 'fast' and 'production-grade' usually live in different codebases. In Dual7 they live in the same one. The unit that moves between modes isn't the project — it's the feature.

Every feature carries its own state

Think of a project as a board of features. Authentication is certified and in production. Billing is certified. The new reporting view is still a draft in Vibe Mode. The AI assistant is an experiment nobody's ready to ship. They coexist, each on its own clock — and they don't block each other.

  • Vibe the features that are still moving — iterate at full speed, no gates.
  • Certify the ones that are ready — they run through the seven agents and go live.
  • Only certified features reach production. Drafts stay in Vibe until you say so.

No rebuild to switch

Moving a feature from Vibe to Governed doesn't mean re-implementing it. It's the same code, certified. And you can move it back to iterate, then re-certify. The codebase is continuous from the first prompt to the production deploy — which is exactly why you never have to throw the prototype away.

Vibe what's moving. Certify what's ready. Same project, no rebuild.

Build once. Own forever.

Vibe-code at full speed. Certify the features that ship. Same project, no rebuild.