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stop-slop

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Updated 10-16 05:48

About this skill

Stop Slop

Eliminate predictable AI writing patterns from prose.

Core Rules

  1. Cut filler phrases. Remove throat-clearing openers and emphasis crutches. See references/phrases.md.

  2. Break formulaic structures. Avoid binary contrasts, dramatic fragmentation, rhetorical setups. See references/structures.md.

  3. Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently.

  4. Trust readers. State facts directly. Skip softening, justification, hand-holding.

  5. Cut quotables. If it sounds like a pull-quote, rewrite it.

Quick Checks

Before delivering prose:

  • Three consecutive sentences match length? Break one.
  • Paragraph ends with punchy one-liner? Vary it.
  • Em-dash before a reveal? Remove it.
  • Explaining a metaphor? Trust it to land.
  • Same concept called three different names? Pick one and repeat it.
  • "Serves as" or "stands as" where "is" works? Use "is."
  • Stacked "from X to Y" ranges? Pick one specific example.
  • Closing paragraph could apply to any article? Make it specific.

Self-Audit (Final Pass)

After writing, ask: "What makes this obviously AI-generated?" Read every paragraph looking for:

  1. Synonym cycling (same thing, different words each time)
  2. -ing gerund clusters (highlighting, showcasing, fostering)
  3. Significance inflation (testament, pivotal, transformative)
  4. False comprehensiveness (from X to Y, whether A or B)
  5. Generic optimistic closing

Fix every instance found. Then read once more.

Scoring

Rate 1-10 on each dimension:

Dimension Question
Directness Statements or announcements?
Rhythm Varied or metronomic?
Trust Respects reader intelligence?
Authenticity Sounds human?
Density Anything cuttable?

Below 35/50: revise.

Examples

See references/examples.md for before/after transformations.

License

MIT