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Make your docs sound authentically human.","ComeOnOliver\u002Fskillshub","ComeOnOliver","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F43215937?v=4","01M6E5JNFECJAAVFE0W7SMWWD2","Haoran Shu","01M6E5JNNDQS7AJZDYFQ8TPZCK",67,"MIT","https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub\u002Fblob\u002Fmain\u002Fskills\u002Faiskillstore\u002Fmarketplace\u002Fdicklesworthstone\u002Fde-slopify\u002FSKILL.md",[18,23,26],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000018","写作与文案","SCENARIO","使用场景",{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":27,"categoryName":28,"taxonomyType":29,"taxonomyTypeDesc":30},"01JBSEEDCAT000000000000036","内容创作者","PROFESSION","适用职业",[32,33,34,35,36,37,38,39,40,41,42],"de","de slopify","writing","docs","documentation","README","generated","remove","files","human","make","2026-11-10 10:12:30",false,"---\nname: de-slopify\ndescription: \"Remove telltale signs of AI-generated 'slop' writing from README files and documentation. Make your docs sound authentically human.\"\n---\n\n# De-Slopify — Remove AI Writing Artifacts\n\n> **Purpose:** Make your documentation sound like it was written by a human, not an LLM.\n>\n> **Key Insight:** You can't do this with regex or a script—it requires manual, systematic review of each line.\n\n---\n\n## What is \"AI Slop\"?\n\nAI slop refers to writing patterns that LLMs produce disproportionately more commonly than human writers. These patterns make text sound inauthentic and \"cringe.\"\n\n### Common Tells\n\n| Pattern | Problem |\n|---------|---------|\n| **Emdash overuse** | LLMs love emdashes—they use them constantly—even when other punctuation works better |\n| **\"It's not X, it's Y\"** | Formulaic contrast structure |\n| **\"Here's why\"** | Clickbait-style lead-in |\n| **\"Here's why it matters:\"** | Same energy |\n| **\"Let's dive in\"** | Forced enthusiasm |\n| **\"In this guide, we'll...\"** | Overly formal setup |\n| **\"It's worth noting that...\"** | Unnecessary hedge |\n| **\"At its core...\"** | Pseudo-profound opener |\n\n---\n\n## THE EXACT PROMPT — De-Slopify Documentation\n\n```\nI want you to read through the complete text carefully and look for any telltale signs of \"AI slop\" style writing; one big tell is the use of emdash. You should try to replace this with a semicolon, a comma, or just recast the sentence accordingly so it sounds good while avoiding emdash.\n\nAlso, you want to avoid certain telltale writing tropes, like sentences of the form \"It's not [just] XYZ, it's ABC\" or \"Here's why\" or \"Here's why it matters:\".  Basically, anything that sounds like the kind of thing an LLM would write disproportionately more commonly that a human writer and which sounds inauthentic\u002Fcringe.\n\nAnd you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way. Use ultrathink.\n```\n\n---\n\n## Why Manual Review is Required\n\nThe prompt explicitly states:\n\n> \"And you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way.\"\n\nReasons:\n1. **Context matters** — Sometimes an emdash is actually the right choice\n2. **Recasting sentences** — Often the fix isn't substitution but rewriting\n3. **Tone consistency** — Need to maintain voice throughout\n4. **Judgment calls** — Some patterns are fine in moderation\n\n---\n\n## Emdash Alternatives\n\nWhen you encounter an emdash (—), consider:\n\n| Original | Alternative |\n|----------|-------------|\n| `X—Y—Z` | `X; Y; Z` or `X, Y, Z` |\n| `The tool—which is powerful—works well` | `The tool, which is powerful, works well` |\n| `We built this—and it works` | `We built this, and it works` |\n| `Here's the thing—it matters` | `Here's the thing: it matters` or recast entirely |\n\nSometimes the best fix is to split into two sentences or restructure entirely.\n\n---\n\n## Phrases to Eliminate or Rewrite\n\n### \"Here's why\" family\n- \"Here's why\" → Just explain why directly\n- \"Here's why it matters\" → Explain the importance inline\n- \"Here's the thing\" → Usually can be deleted entirely\n\n### Contrast formulas\n- \"It's not X, it's Y\" → \"This is Y\" or explain the distinction differently\n- \"It's not just X, it's also Y\" → \"This does X and Y\" or similar\n\n### Forced enthusiasm\n- \"Let's dive in!\" → Just start\n- \"Let's get started!\" → Just start\n- \"Excited to share...\" → Just share it\n\n### Pseudo-profound openers\n- \"At its core...\" → Usually can be deleted\n- \"Fundamentally...\" → Often unnecessary\n- \"In essence...\" → Just say the essence\n\n### Unnecessary hedges\n- \"It's worth noting that...\" → Just note it\n- \"It's important to remember...\" → Just state the fact\n- \"Keep in mind that...\" → Often deletable\n\n---\n\n## Before and After Examples\n\n### Example 1: Emdash Overuse\n\n**Before (sloppy):**\n```\nThis tool—which we built from scratch—handles everything automatically—from parsing to output.\n```\n\n**After (clean):**\n```\nThis tool handles everything automatically, from parsing to output. We built it from scratch.\n```\n\n### Example 2: \"Here's why\" Pattern\n\n**Before (sloppy):**\n```\nWe chose Rust for this component. Here's why: performance matters, and Rust delivers.\n```\n\n**After (clean):**\n```\nWe chose Rust for this component because performance matters.\n```\n\n### Example 3: Contrast Formula\n\n**Before (sloppy):**\n```\nIt's not just a linter—it's a complete code quality system.\n```\n\n**After (clean):**\n```\nThis is a complete code quality system, not just a linter.\n```\n\nOr even better:\n```\nThis complete code quality system goes beyond basic linting.\n```\n\n### Example 4: Forced Enthusiasm\n\n**Before (sloppy):**\n```\n# Getting Started\n\nLet's dive in! We're excited to help you get up and running with our amazing tool.\n```\n\n**After (clean):**\n```\n# Getting Started\n\nInstall the tool and run your first command in under a minute.\n```\n\n---\n\n## When to De-Slopify\n\n### Best Times\n- Before publishing a README\n- Before releasing documentation\n- After AI-assisted writing sessions\n- During documentation reviews\n\n### Files to Check\n- README.md\n- CONTRIBUTING.md\n- API documentation\n- Blog posts\n- Any public-facing text\n\n---\n\n## Integration with Workflow\n\n### As Part of Bead Workflow\n\n```bash\nbd create \"De-slopify README.md\" -t docs -p 3\nbd create \"De-slopify API documentation\" -t docs -p 3\n```\n\n### As Final Pass Before Commit\n\n```\nNow, before we commit, please read through README.md and look for any telltale signs of \"AI slop\" style writing...\n```\n\n---\n\n## What NOT to Fix\n\nSome things are fine even if they seem \"AI-like\":\n\n- **Technical accuracy** — Don't sacrifice correctness for style\n- **Necessary structure** — Headers, lists, etc. are fine\n- **Clear explanations** — Being thorough isn't slop\n- **Code examples** — Focus on prose, not code\n\n---\n\n## Complete Prompt Reference\n\n### Main De-Slopify Prompt\n```\nI want you to read through the complete text carefully and look for any telltale signs of \"AI slop\" style writing; one big tell is the use of emdash. You should try to replace this with a semicolon, a comma, or just recast the sentence accordingly so it sounds good while avoiding emdash.\n\nAlso, you want to avoid certain telltale writing tropes, like sentences of the form \"It's not [just] XYZ, it's ABC\" or \"Here's why\" or \"Here's why it matters:\".  Basically, anything that sounds like the kind of thing an LLM would write disproportionately more commonly that a human writer and which sounds inauthentic\u002Fcringe.\n\nAnd you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way. Use ultrathink.\n```\n\n### Quick Version (for minor touch-ups)\n```\nReview this text and remove any AI slop patterns: excessive emdashes, \"Here's why\" constructions, \"It's not X, it's Y\" formulas, and other LLM writing tells. Recast sentences to sound more naturally human. Use ultrathink.\n```\n","# De-Slopify — Remove AI Writing Artifacts\n\n> **Purpose:** Make your documentation sound like it was written by a human, not an LLM.\n>\n> **Key Insight:** You can't do this with regex or a script—it requires manual, systematic review of each line.\n\n---\n\n## What is \"AI Slop\"?\n\nAI slop refers to writing patterns that LLMs produce disproportionately more commonly than human writers. These patterns make text sound inauthentic and \"cringe.\"\n\n### Common Tells\n\n| Pattern | Problem |\n|---------|---------|\n| **Emdash overuse** | LLMs love emdashes—they use them constantly—even when other punctuation works better |\n| **\"It's not X, it's Y\"** | Formulaic contrast structure |\n| **\"Here's why\"** | Clickbait-style lead-in |\n| **\"Here's why it matters:\"** | Same energy |\n| **\"Let's dive in\"** | Forced enthusiasm |\n| **\"In this guide, we'll...\"** | Overly formal setup |\n| **\"It's worth noting that...\"** | Unnecessary hedge |\n| **\"At its core...\"** | Pseudo-profound opener |\n\n---\n\n## THE EXACT PROMPT — De-Slopify Documentation\n\n```\nI want you to read through the complete text carefully and look for any telltale signs of \"AI slop\" style writing; one big tell is the use of emdash. You should try to replace this with a semicolon, a comma, or just recast the sentence accordingly so it sounds good while avoiding emdash.\n\nAlso, you want to avoid certain telltale writing tropes, like sentences of the form \"It's not [just] XYZ, it's ABC\" or \"Here's why\" or \"Here's why it matters:\".  Basically, anything that sounds like the kind of thing an LLM would write disproportionately more commonly that a human writer and which sounds inauthentic\u002Fcringe.\n\nAnd you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way. Use ultrathink.\n```\n\n---\n\n## Why Manual Review is Required\n\nThe prompt explicitly states:\n\n> \"And you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way.\"\n\nReasons:\n1. **Context matters** — Sometimes an emdash is actually the right choice\n2. **Recasting sentences** — Often the fix isn't substitution but rewriting\n3. **Tone consistency** — Need to maintain voice throughout\n4. **Judgment calls** — Some patterns are fine in moderation\n\n---\n\n## Emdash Alternatives\n\nWhen you encounter an emdash (—), consider:\n\n| Original | Alternative |\n|----------|-------------|\n| `X—Y—Z` | `X; Y; Z` or `X, Y, Z` |\n| `The tool—which is powerful—works well` | `The tool, which is powerful, works well` |\n| `We built this—and it works` | `We built this, and it works` |\n| `Here's the thing—it matters` | `Here's the thing: it matters` or recast entirely |\n\nSometimes the best fix is to split into two sentences or restructure entirely.\n\n---\n\n## Phrases to Eliminate or Rewrite\n\n### \"Here's why\" family\n- \"Here's why\" → Just explain why directly\n- \"Here's why it matters\" → Explain the importance inline\n- \"Here's the thing\" → Usually can be deleted entirely\n\n### Contrast formulas\n- \"It's not X, it's Y\" → \"This is Y\" or explain the distinction differently\n- \"It's not just X, it's also Y\" → \"This does X and Y\" or similar\n\n### Forced enthusiasm\n- \"Let's dive in!\" → Just start\n- \"Let's get started!\" → Just start\n- \"Excited to share...\" → Just share it\n\n### Pseudo-profound openers\n- \"At its core...\" → Usually can be deleted\n- \"Fundamentally...\" → Often unnecessary\n- \"In essence...\" → Just say the essence\n\n### Unnecessary hedges\n- \"It's worth noting that...\" → Just note it\n- \"It's important to remember...\" → Just state the fact\n- \"Keep in mind that...\" → Often deletable\n\n---\n\n## Before and After Examples\n\n### Example 1: Emdash Overuse\n\n**Before (sloppy):**\n```\nThis tool—which we built from scratch—handles everything automatically—from parsing to output.\n```\n\n**After (clean):**\n```\nThis tool handles everything automatically, from parsing to output. We built it from scratch.\n```\n\n### Example 2: \"Here's why\" Pattern\n\n**Before (sloppy):**\n```\nWe chose Rust for this component. Here's why: performance matters, and Rust delivers.\n```\n\n**After (clean):**\n```\nWe chose Rust for this component because performance matters.\n```\n\n### Example 3: Contrast Formula\n\n**Before (sloppy):**\n```\nIt's not just a linter—it's a complete code quality system.\n```\n\n**After (clean):**\n```\nThis is a complete code quality system, not just a linter.\n```\n\nOr even better:\n```\nThis complete code quality system goes beyond basic linting.\n```\n\n### Example 4: Forced Enthusiasm\n\n**Before (sloppy):**\n```\n# Getting Started\n\nLet's dive in! We're excited to help you get up and running with our amazing tool.\n```\n\n**After (clean):**\n```\n# Getting Started\n\nInstall the tool and run your first command in under a minute.\n```\n\n---\n\n## When to De-Slopify\n\n### Best Times\n- Before publishing a README\n- Before releasing documentation\n- After AI-assisted writing sessions\n- During documentation reviews\n\n### Files to Check\n- README.md\n- CONTRIBUTING.md\n- API documentation\n- Blog posts\n- Any public-facing text\n\n---\n\n## Integration with Workflow\n\n### As Part of Bead Workflow\n\n```bash\nbd create \"De-slopify README.md\" -t docs -p 3\nbd create \"De-slopify API documentation\" -t docs -p 3\n```\n\n### As Final Pass Before Commit\n\n```\nNow, before we commit, please read through README.md and look for any telltale signs of \"AI slop\" style writing...\n```\n\n---\n\n## What NOT to Fix\n\nSome things are fine even if they seem \"AI-like\":\n\n- **Technical accuracy** — Don't sacrifice correctness for style\n- **Necessary structure** — Headers, lists, etc. are fine\n- **Clear explanations** — Being thorough isn't slop\n- **Code examples** — Focus on prose, not code\n\n---\n\n## Complete Prompt Reference\n\n### Main De-Slopify Prompt\n```\nI want you to read through the complete text carefully and look for any telltale signs of \"AI slop\" style writing; one big tell is the use of emdash. You should try to replace this with a semicolon, a comma, or just recast the sentence accordingly so it sounds good while avoiding emdash.\n\nAlso, you want to avoid certain telltale writing tropes, like sentences of the form \"It's not [just] XYZ, it's ABC\" or \"Here's why\" or \"Here's why it matters:\".  Basically, anything that sounds like the kind of thing an LLM would write disproportionately more commonly that a human writer and which sounds inauthentic\u002Fcringe.\n\nAnd you can't do this sort of thing using regex or a script, you MUST manually read each line of the text and revise it manually in a systematic, methodical, diligent way. Use ultrathink.\n```\n\n### Quick Version (for minor touch-ups)\n```\nReview this text and remove any AI slop patterns: excessive emdashes, \"Here's why\" constructions, \"It's not X, it's Y\" formulas, and other LLM writing tells. Recast sentences to sound more naturally human. 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