Prompt Surgery
ELI5 — The Vibe Check
Prompt surgery is surgically editing your prompt to fix a specific failure, rather than rewriting the whole thing. A failed output tells you exactly which sentence to tweak. Precision over blanket rewrites.
Real Talk
Prompt surgery is targeted iterative refinement of a prompt — identifying the specific instruction that caused a suboptimal output and modifying only that section. Contrasts with wholesale prompt rewrites. Effective prompt surgery requires A/B comparing outputs and isolating the minimum change that produces the desired behavior.
When You'll Hear This
"One line change fixed it — pure prompt surgery." / "Don't rewrite. Do prompt surgery."
Related Terms
A/B Testing
Showing half your users version A and half version B to see which one performs better. Blue button vs green button? Short headline vs long headline?
Prompt Engineering
Prompt engineering is the art of talking to AI so it actually does what you want.
Prompt Smithing
Prompt smithing is the craft of shaping prompts through deliberate iteration — testing, tweaking, measuring. Not vibes-based prompting.
Promptsmith
A promptsmith is someone who specializes in crafting prompts. Not a prompt engineer (too corporate). Not a prompt whisperer (too mystical).