Rules to make LLM text sharper and genre-aware, with concrete anchors and self-audit
A prose ruleset that makes AI-assisted text sharper, not as generic, and less like default model output. It targets the patterns that make generated prose feel recognizable without breaking grammar, faking typos, or gutting useful structure. The result reads better than unguided output and avoids the most common tells.
The rules combine writing standards, web readability research, documentation guidance, detector-limit research, and direct observation of what LLMs produce when left to defaults.
Give the ruleset to an AI and tell it to follow every rule strictly. The explicit instructions (~3900 words) compensate for habits the model would otherwise default to: regular sentence structure, generic phrasing, parallel enumeration, overly neat conclusions, and many others.
One pattern that works well: ask for a first draft with the rules applied, then request an audit of that draft against the required checks, and have the model rewrite based on what the audit caught. Repeat one or two more times if the text is on a larger side. Further rewrites after that usually circulate around the same model-level limitations.
This is meant for legitimate uses, like iterating on a human draft or turning loosely organized thinking into something you would actually publish. The output avoids the most common LLM tells and will read better than unguided model text, but it will not pass an experienced eye test or an advanced detector. Prompt-level instructions have a ceiling and can't overcome model-level defaults.
Use the packaged skill in /skills/writing with tools that support skills: Claude Code, Codex, OpenCode, Cursor, and others. The skill loads on demand when the agent is doing writing, so it costs almost no context until needed.
Installation: copy the /skills/writing directory to your global skills folder:
~/.claude/skills/~/.codex/skills/~/.cursor/skills/~/.config/opencode/skills/The skill description is scoped to public-facing prose, like blog posts, articles, documentation, criticism, long-form, emails, marketing, SEO copy, or UI text. It explicitly excludes code comments, commit messages, and private notes.
WRITING-compact.md is the same rules at ~1000 words. Use as AGENTS.md or CLAUDE.md for writing agents, or as instructions in custom chats like GPTs and Gemini Gems. Cuts examples, long-form diagnostics, and provenance; keeps every behavior-changing rule, required check, and the watchlist.
WRITING-mini.md is ~155 words, fits on one screen. All ten concepts compressed to bullet-pointed aphorisms. Designed to embed as a persistent section in global AGENTS.md or CLAUDE.md so the rules are always in context without dominating it.