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clear-writing【效率与协作】Write clear, human prose. Strips AI patterns, enforces hard constraints, optionally applies a voice style. Use when writing or editing any prose, when asked to "make it sound human," "remove AI tells," "write clearly," or when producing any content that must not read as AI-generated. Load style references for specific voices (Cowen, Koe, Levine-Berry…
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Clear writing is just clear writing. It doesn't pad around substance. It doesn't perform.
This skill works by subtraction. The AI's natural patterns are: elaborate, balance, summarize, kicker. Strip those away and what's left sounds human.
The default register every LLM produces when you don't give it something specific to aim at. It reads like the offspring of a TED talk and a LinkedIn post. You recognize it when you see it: the sentences are all the right length, the paragraphs each make one point, and every section ends on something that sounds like it should be cross-stitched onto a throw pillow.
Specific hallmarks:
The fix is not listing don'ts (that makes the model organized around its prohibitions). The fix is writing TOWARD a specific register - load a style reference and let the examples teach. The constraints below catch drift back toward copy voice. They don't create a voice. They prevent the default from creeping back in.
These are measurable. Follow them exactly.
These phrases are immediate tells. See references/forbidden-patterns.md for the full list.
Constructions: "It's not about X, it's about Y" / "The truth is..." / "Let that sink in" / "Now more than ever"
Rhetorical flourishes: "The best part?" / "Here's the thing..." / "What if I told you..." / "Let's be honest..."
Openers: "In the ever-evolving world of..." / "In today's fast-paced..." / "Gone are the days..."
Vocabulary: delve, dive into, leverage, navigate, landscape, tapestry, myriad, multifaceted, comprehensive, crucial, seamless, game-changing, supercharge, unlock
Closers: "In conclusion" / "In summary" / balanced two-word epigrammatic kickers ("They were grown.")
State the point. Move on. Trust the idea to land without emphasis.
A trailing qualification ("which is also slow, just in a way that's harder to notice") sounds more human than a clean landing ("They were grown"). Thoughts trail off. They don't resolve into aphorisms.
Numbers without drama. "47 megabytes" not "a staggering 47 megabytes."
Conclusions stated as facts. "This is the core finding" not "This powerful insight will transform how you think about..."
No commentary on significance. Don't say something is interesting, surprising, or counterintuitive. Just state it.
These passages demonstrate the register. Not a style to imitate - a standard to meet.
The returns to example-driven skill building are much higher than most people realize.
One sentence. Contains the entire argument. No throat-clearing.
The cost of not packaging a workflow is higher than you think, and it compounds.
The "and it compounds" is tacked on as an afterthought. This is how people deliver their sharpest points - as asides, not announcements.
Pre-work documentation is aspiration. Post-work documentation is knowledge. Most organizations can't tell the difference and don't try.
The third sentence deflates the neatness of the first two. Without it, the pair would sound like a motivational poster.
The instructions are detailed and thorough and basically useless.
"Basically" does all the work. Without it, the sentence is a declaration. With it, it's a person talking.
The constraint is that this is genuinely slow. You can't fake the editing rounds. But the alternative is 389 lines of rules that produce mediocre results forever, which is also slow, just in a way that's harder to notice.
The final clause keeps adding qualifications the way someone actually thinks. AI writing resolves cleanly. Human writing keeps going because the thought isn't done yet.
Before publishing, check:
For general clear prose, this SKILL.md is sufficient. For a specific voice, load the relevant reference:
references/style-cowen.md - Tyler Cowen: flat, understated, treats big ideas as obvious. Best for analytical essays, commentary, blog posts.references/style-koe.md - Dan Koe: staccato philosophy, raw confessions, italics for emphasis. Best for newsletters, long-form essays on identity/meaning.references/style-levine-berry.md - Levine's analytical logic-walk + Berry's meditative patience. Best for pieces that need to walk through reasoning then land on meaning.references/style-lewis.md - Michael Lewis: earned drama, invisible transitions, specific people in specific moments. Best for narrative nonfiction, profiles, case studies.references/style-pirate-wires.md - Pirate Wires: authentic, conversational, contrarian. Smart friend energy. Best for tech commentary, cultural criticism, newsletters with a strong POV.references/style-charlie.md - Charlie Deist: aphoristic openings, personal-to-universal bridges, incarnational detail. The house voice.references/style-opened.md - OpenEd: Pirate Wires register applied to education. Charlie's published newsletter voice with copywork samples. Best for OpenEd Daily/Weekly, education blog posts, social content.references/style-trung-phan.md - Trung Phan: observational humor, meme logic, pop culture overlays. Best for tweets, threads, short-form social. Not a prose voice - a sense of humor for social media.For pre-writing structure and sentence craft, read references/frameworks.md. Contains:
For the complete list of AI tells with examples and fixes, read references/forbidden-patterns.md.