[Shub-Nigurrath]

This is one of the most interesting evolutions lately.

My experience: with strong enough context, intent, and specification engineering, and good prompt crafting, you can most of the time completely skip manual revision of the generated code.

For those who doesn't know these are the terms I refer to..

Prompt Craft. Writing effective requests.

Context Engineering. Preparing useful context: sources, examples, constraints, definitions.

Intent Engineering. Clarifying objectives and priorities: what matters, what is out of scope, what defines "success".

Specification Engineering. Translating the goal into a verifiable specification: requirements, acceptance criteria, edge cases, quality standards.

These same criteria are good for efficient "vibe-reversing" or, better, AI-assisted RCE

best
Shub