| name | frontend-design-improvements-loop |
| description | Run repeatable single-track frontend-design benchmark loops for this repo. Use this when creating sequential experiment versions, tuning frontend-design SKILL.md instructions, running Codex from inside `experiments/version-X/` with the shared `prompt.md`, capturing full-page `/1.. /5` screenshots, and scoring outputs against Opus-with-skill reference sets. |
Frontend Design Improvements Loop
Use this skill to run end-to-end benchmark iterations that improve frontend-design behavior through instruction tuning, not model weight tuning.
Scope
- Repository:
improved-frontend-skills-for-gpt
- Canonical prompt: repo root
prompt.md (same prompt for every version)
- Active version workspace:
experiments/version-X/
- Preferred raw baseline skill seed: global
$frontend-design at /home/waishnav/.agents/skills/frontend-design/SKILL.md
- Primary references:
research/targetted-designs/
research/theo-screenshots-2k-clean/opus45_with_skill/
research/theo-screenshots-2k-clean/opus_iterations/
Read references/opus_targets.md, references/mutation_axes.md, and references/experiment_topologies.md before drafting a new version.
Non-Negotiables
- Never modify
prompt.md unless explicitly asked.
- Always run Codex in the target version folder (
-C experiments/version-X/...).
- Keep one mutation hypothesis per version.
- Keep each version self-contained (
SKILL.md, t4-canvas/, , , ).