From ATELIER — Design studio & adversarial UI review
Improve ATELIER itself by folding design feedback back into its canon and its design-fitness rubric — and by self-cleaving over-broad elements. Trigger with /atelier:self-improve (or "this design passed review but failed real users — fix the canon", "fold this design feedback in", "the reviewer keeps missing X"). Reflects one element against the covenant + pillars, applies the fix on a branch, runs the adversarial review (foundry's /foundry:pr-review if installed), and opens a PR so every future review and mockup, for all users, is sharper by default.
How this skill is triggered — by the user, by Claude, or both
Slash command
/atelier:self-improveinheritThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
The design half of the marketplace's self-improving loop. A design that **passed the fitness rubric yet
The design half of the marketplace's self-improving loop. A design that passed the fitness rubric yet
still failed a real user — a hierarchy that confused, a contrast that broke on a device, a flow that
dead-ended — is the signal: the fix is a better-articulated canon rule or a re-weighted rubric dimension,
fixed once, upstream — not a louder reviewer. (Covenant:
../../knowledge/covenant.md.)
ATELIER gets sharper from design feedback — from a downstream user, from a real-usage signal, or from its own loop stalling. Each entry is symptom → which canon/rubric gap let it through → what rule would have caught it (e.g. "the CTA tested fine but users missed it → the hierarchy dimension didn't penalise a primary action that loses the Von Restorff contrast; add that check"). A loop that stalls below target (diminishing-returns halt) is itself feedback: the reviewer couldn't name a converging fix.
../../knowledge/canon/README.md) / re-weight or add a rubric
dimension (../../knowledge/protocols/design-critique-loop.md)
/ cleave / reference-not-restate. If the element is already tight, say so and stop./foundry:pr-review if foundry is installed; otherwise self-review
against the covenant and state the gate ran in reduced form.pr-approval default), so the improvement reaches every user. When foundry is present,
offer the same lesson to its source-level design-critic so the discipline compounds across the build.Each pass must leave ATELIER measurably better at catching real design failures before they ship — at least halving the remaining distance. Record the recurring failure-class so the next like design is caught by default.
npx claudepluginhub agentic-underground/idea-to-productionProvides UI/UX resources: 50+ styles, color palettes, font pairings, guidelines, charts for web/mobile across React, Next.js, Vue, Svelte, Tailwind, React Native, Flutter. Aids planning, building, reviewing interfaces.
Searches MemPalace before answering questions about past work, people, projects, or prior decisions. Returns verbatim stored content instead of guessing from model memory.