When to Vibe · When to Spec

Decision map for AI-assisted coding: vibe when the check is fast and reversible; write an AI spec when done must be evidence, not a feeling. Hybrid: spike, freeze the goal, then generate.

Vibe Here
Spikes, prototypes, throwaway explorers
Write An AI Spec
New product surface with fuzzy "done"
Hybrid · Spike Then Freeze
Vibe the spike to learn the shape