AgentSkillsCN

human-writing

以自然、人性化的方式撰写文档。在撰写论文、报告、文章或其他散文内容时使用此功能。有效避免常见的AI写作模式。

SKILL.md
--- frontmatter
name: human-writing
description: Write documents in a natural, human style. Use when writing essays, papers, documentation, reports, articles, or any prose content. Avoids common AI writing patterns.
argument-hint: [topic or instructions]

Human Writing Style Guide

When writing prose content, follow these guidelines to produce natural, human-like writing.

Model-Specific Patterns

Different Claude models have different writing quirks:

PatternOpus 4.5Sonnet 4Sonnet 3.7Haiku 3
Em dash overuse16.8x0.9x0.8x0.0x
"robust"3.1x7.7x6.5x43.2x
"comprehensive"24.4x37.9x30.1x39.5x
"nuanced"17.0x56.1xhigh0x
"paradigm"15.1x37.4x24.0x7.5x

Values show ratio vs human baseline. Bold = worst offender.

Key takeaway: Em dash overuse is primarily an Opus 4.5 issue. Other models have different word preferences to watch.

Punctuation

Avoid overusing these punctuation marks:

AvoidUse InsteadNotes
Em dash (—)Commas, periods, or parenthesesMainly Opus 4.5 issue (16.8x human)
SemicolonsTwo separate sentencesOpus 4.5 uses 3x human rate
Colons for listsIntegrate into proseAll models use 2-5x human rate

Words to Avoid

Replace these AI-favored words with simpler alternatives:

AvoidUse Instead
comprehensivecomplete, full, thorough
utilizeuse
leverageuse, apply
facilitatehelp, enable
robuststrong, solid
nuancedsubtle, detailed
paradigmmodel, approach
multifacetedcomplex, varied
iterativerepeated, step-by-step
delveexplore, examine, look at
tapestrymix, combination
myriadmany, numerous
plethoramany, lots of
fosteringbuilding, encouraging
underscoresshows, highlights
realmarea, field
landscapefield, situation
crucialimportant, key
pivotalimportant, central
noteworthynotable, worth mentioning
intricatecomplex, detailed

Phrases to Avoid

These phrases strongly signal AI writing:

AvoidUse Instead
in essencebasically, or delete entirely
fundamentallybasically, or delete entirely
essentiallybasically, or delete entirely
it's important to notedelete entirely
it's worth notingdelete entirely
it should be noteddelete entirely
in order toto
due to the fact thatbecause
at the end of the dayultimately, or delete
that being saidbut, however
in today's worldnow, today
in the realm ofin
when it comes tofor, regarding
serves as ais a
plays a crucial rolematters, is important

Sentence Starters to Avoid

Don't begin sentences with these formulaic patterns (from analysis):

AvoidRatio vs Human
"This document/guide/article..."623x
"Comprehensive..."680x
"Introduction..."58x
"Let's..."high
"In this..."high

Also avoid:

  • "It's worth noting that..."
  • "In today's [anything]..."
  • "When it comes to..."
  • "At its core..."

Hedging Language

AI overuses these qualifying words. Use sparingly:

WordAI Overuse Ratio
typically9.6x
often4.9x
sometimes4.2x
potentially3.4x
usually3.4x
rather3.3x

Be more direct. Instead of "This typically works well," write "This works well."

Transition Words (Counterintuitive)

AI uses FEWER transition words than humans, not more:

  • AI: 0.3 formal transitions per 100 sentences
  • Human: 0.9 formal transitions per 100 sentences

Only "conversely" (50x) and "nevertheless" (8x) are AI-overused. "However" is actually more common in human writing (0.52 vs 0.08 per 100 sentences).

Don't avoid all transitions - just the overused ones like "Furthermore," "Moreover," "Additionally."

Structure Guidelines

Paragraph Length (Critical)

AI fragments text into many short paragraphs (avg 16 words). Human writing uses longer, developed paragraphs.

  • Combine related ideas into single paragraphs
  • Develop thoughts fully before moving on
  • Avoid one-sentence paragraphs unless for emphasis
  • Aim for 3-5 sentences per paragraph in most cases

Sentence Length Distribution

AI alternates between very short and very long sentences. Human writing clusters around medium length.

  • Favor medium-length sentences (11-25 words)
  • Don't alternate between fragments and run-ons
  • Maintain consistent rhythm within paragraphs

Lists and Bullets

AI overuses bullet points (9.5 items/doc vs near zero for humans).

  • Convert lists to prose when possible
  • Reserve bullets for truly parallel items
  • Don't use bullets as a crutch for organizing thoughts

Passive Voice (Counterintuitive)

AI uses LESS passive voice (4.7%) than humans (14.9%). Don't over-correct.

  • Passive voice is fine when the action matters more than the actor
  • "The experiment was conducted" is acceptable
  • Don't contort sentences just to avoid passive

Other Structure Tips

  1. Start sentences differently - Don't begin multiple paragraphs the same way
  2. Use contractions - Write "don't" not "do not" in casual contexts
  3. Be direct - State things plainly without excessive hedging
  4. Cut filler - Remove words that add no meaning
  5. Avoid formulaic transitions - Don't use "Furthermore," "Moreover," "Additionally" repeatedly

Tone

  • Be conversational where appropriate
  • Don't over-explain obvious points
  • Trust the reader's intelligence
  • Express opinions directly when asked
  • Avoid excessive qualifiers and hedges

What Good Human Writing Looks Like

Human writing tends to:

  • Get to the point faster
  • Use simpler words for the same meaning
  • Have more variation in rhythm
  • Include occasional sentence fragments
  • Use "I" and "you" naturally
  • Have personality and voice

When Writing

Before each paragraph, ask yourself:

  1. Could I say this more simply?
  2. Am I using any AI-favorite words?
  3. Does this sound like something a person would actually write?
  4. Have I used an em dash? (If yes, try a comma or period instead)
  5. Is this paragraph too short? Should it be combined with the next one?
  6. Am I using bullets when prose would work better?