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anti-slop
Anti-generic-AI design discipline — bans, tells, and the slop test. Load for ANY new UI surface or visual redesign. Inspired by Impeccable (Apache 2.0).
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Anti-generic-AI design discipline — bans, tells, and the slop test. Load for ANY new UI surface or visual redesign. Inspired by Impeccable (Apache 2.0).
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Context engineering — memory navigation, textual graph traversal, progressive disclosure, recovery. Load when assembling context for a task or when lost.
Implementation-side security discipline — headers, dependencies, secrets, authz. Load for hardening work (sec-ops domain).
Commit conventions, branching, anchors in messages, and the git safety rules. Load for any git operation beyond status/diff.
Motion & animation discipline — purpose, performance, reduced-motion. Load when work involves animation, transitions or scroll effects.
Microcopy discipline — buttons, errors, empty/loading/success states, alt text. Voice and tone come from the project's memory, not from this skill.
Infrastructure composition patterns — immutable infra, GitOps, golden images, cattle-not-pets, day-2 thinking. Tool-agnostic.
| name | anti-slop |
| description | Anti-generic-AI design discipline — bans, tells, and the slop test. Load for ANY new UI surface or visual redesign. Inspired by Impeccable (Apache 2.0). |
The test: if someone could look at the interface and say "AI made that" without doubt, it failed. Committed design choices over safe defaults. Project visual identity from memory-long §conventions + design tokens.
border-left >1px as colored accent on cards/alerts) → full borders, bg tints, leading icons, or nothingbackground-clip: text) → solid color; emphasis via weight/sizeRestrained (neutrals + one accent ≤10%) · Committed (one saturated color at 30–60%) · Full palette (3–4 named roles) · Drenched (the surface IS the color). Products default restrained; brand pages commit harder. Never drift between strategies mid-project.
Write one sentence of physical scene (who uses it, where, under what light, in what mood) — if the sentence doesn't force the answer, it's not concrete enough yet.
Review any new surface against the bans list explicitly · heading copy tested at every breakpoint (overflow = design bug) · when in doubt, the human decides the identity call — propose 2 committed directions, never 1 safe one.