Philosophy

Vibe coding is not the problem.

Untracked vibe coding is the problem.

The system is built around a practical belief:

Treat every AI coding agent as dumb until the project proves otherwise.

That means:

• give it context;
• give it constraints;
• give it a checklist;
• require evidence;
• track every merge.

Good vibes. Better engineering. Real results.