Vibe Engineer

A discipline for the post-AI-codegen world. Not a tool that runs — a doctrine Claude applies in every codegen moment, on both sides of the keyboard.

When to Use

Apply whenever the work involves AI-generated code, whether you write the prompts or Claude does. Concretely:

• Asking an AI to fix a bug, refactor a function, or implement a feature
• Reviewing an AI-proposed diff before accepting it
• Debugging code an AI wrote earlier
• Teaching yourself or a teammate how to direct AI rather than depend on it

When NOT to Use

• Straightforward tool execution (running tests, building, deploying) — no AI codegen involved
• Pure reading/research tasks — no diff to validate
• One-shot scripts that won't outlive the session — diminishing returns on root-cause discipline