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Write and edit every human-facing agent output in a GOV.UK / GDS anti-slop style: British English, plain English, active voice, front-loaded content, sentence case, and no bold or italics for emphasis.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
| name | anti-slop-output |
| description | Draft or edit public documentation, product, UI or CLI copy, external drafts, or explicitly requested editorial reviews in clear, plain British English. Do not use for ordinary chat, commentary, status, plans, code-only work, research, internal reviews, worker prompts or evidence gathering. |
Write for a cold reader. Put the decision, action or key fact first. Use plain, precise words, active verbs and concrete details. Keep technical substance and necessary nuance; remove only wording that makes it harder to understand.
Keep code, commands, paths, logs, identifiers, quotations, legal text and source material exact.
Before you finish, check that a reader unfamiliar with the work can understand what matters, why it matters and what to do next on the first read. Cut anything that does not help them.
Use only when the user explicitly invokes $grill-me or asks to be grilled, pressure-tested, challenged, interrogated, questioned first, or aligned before work starts. Broad task-alignment workflow for software, research, writing, planning, purchasing, operations, design, and other generic tasks. Do not invoke proactively; if a task seems underspecified, suggest that the user can invoke this skill without entering the workflow.
Maintain and update fast-moving AI tools in the Nix workspace. Use when asked to refresh, verify, package, install, apply, or compare current versions of Codex, Claude, pi, MCP tools, XcodeBuildMCP, markit/markitdown, qmd, spogo, or other AI developer tools managed through nix-ai-tools, nixos-config, Homebrew tap locks, or ai-stack.
Use summarize.sh to summarize or transcribe URLs, YouTube/videos, podcasts, articles, transcripts, PDFs, and local files. Use for markdownified YouTube transcripts with summarize --extract --format md --markdown-mode llm.
High-quality YouTube transcription from audio using yt-dlp + whisper.cpp through the local summarize CLI. Use when captions are unavailable/untrusted or the user explicitly wants audio transcription. For summarize.sh markdownified YouTube transcripts, use the summarize skill instead.
Write durable Codex session goals. Use when the user asks to write, improve, set, update, or replace a session goal; says the current session goal is too vague, too narrow, too specific, or slop; asks for a long-running/autonomous objective to be framed as a goal; or asks Codex to encode vision, north star, current slice, success criteria, deliverable, CTO briefing, alignment needs, review loop, and completion proof into a session goal. Do not use for ordinary planning, CTO briefs, reviews, or research unless the user asks to create or revise a session goal.
Create or revise RFCs and ADRs using Lawbot-Hub templates, strong in-repo examples, and concrete failure-mode examples. Use when drafting, reviewing, or tightening RFC/ADR documents, or when assessing RFC/ADR quality.
