Prompt template
Highest-Confidence Pre-Code Audit (Vibe-Coding Gate)
A short gate prompt to paste after planning and before an agent writes new code: it forces a highest-confidence, no-drift, no-overengineering audit. Shared by @kloss_xyz for Opus / GPT / Grok Build vibe-coding sessions.
Start from an example
Pick an example to load its exact settings, then make it yours.
Make it yours
Only the parts worth changing are shown. The prompt updates as you go.
Your prompt
Is this the highest confidence solution for this session, with no clear gaps, no overengineering, incredibly surgical but still efficient with no drop in quality or performance, and the least likely to cause any negative impact? No drift or staleness in assumptions? Audited a few times over?
Click a highlighted part to change it.
When to use it
Use when you have a plan ready and want one last surgical audit before a coding agent starts editing files, especially on larger vibe-coding sessions.
How to get the best result
- Paste it as its own turn after the plan, before the first edit.
- Re-run it after major mid-session plan changes; that is when drift usually sneaks in.
Watch-outs
- Agents may answer yes without checking; ask them to list the gaps they looked for if the reply is too short.
Related templates
- MILO Penguin Apple Sled Comedy (Character Sheet → Seedance 2.5 Workflow)Use when you want a consistent original 3D animal character in a physics-driven slapstick short and need the reference-sheet step that locks identity.
- Manga-Panel Music Video Edit from Two Clips (Claude Opus 5.5)Use when you have two AI-generated (or your own) action clips and a music file and want an AMV / anime-opening style edit built by Claude with code, no editing software.
- Restaurant Kitchen Martial-Arts Fight Scene (Seedance 2.5, 10s Beat List)Use when you want a short, cinematic action beat with clear second-by-second choreography and a richly dressed real-world location.
- Character Goodnight Bedroom Visual (ChatGPT Image, Japanese Prompt)Use when you want a soft, personal bedtime illustration of your own original character that reflects their personality down to the pajamas and bedroom decor.
- Character Fashion Magazine Cover (ChatGPT Image, Japanese Prompt)Use when you have an original character and want a polished, magazine-style key visual that shows them in a fresh, modern outfit.
- Gunslinger vs Giant Slow-Mo Sandevistan Shot List (Seedance 2.5)Use when you want a stylised action beat with a slow-motion afterimage ('Sandevistan') effect, a rewind and a full-speed replay, all inside one Seedance generation.
Source and attribution
- Example cases by
- klöss