ai-slop-reviewerlisted

# AI Slop Reviewer ## When This Skill Applies - After any content-creation, copywriting, or marketing writing task - When reviewing blog posts, social media copy, email campaigns, or documentation - When text feels generic, hollow, or obviously machine-generated - Before publishing any AI-assisted content externally - When brand voice requires authenticity and specificity - **HARD rule**: Run this skill on all text output from content-marketer, doc-updater, or copywriting skill sessions ## Core Guidance ### 1. What Is AI Slop? AI slop is the residue of pattern-matching at scale. Language models trained on internet text learn that certain words appear near "good writing" signals — resulting in a predictable vocabulary of hedged compliments, hollow affirmations, and vague intensity markers. The result reads as enthusiastic but says nothing. **Three failure modes:** - **Filler affirmations**: Phrases that confirm the speaker received the input without adding meaning ("Certainly!", "Of course", "물론입니다") - **Hollow intensifiers**: Adjectives that signal quality without describing it ("innovative", "comprehensive", "혁신적인") - **Structural laziness**: Formatting choices that substitute organization for thought (bullet-point dumps, numbered lists for non-sequential content, excess emoji) --- ### 2. Korean AI Slop Pattern Dictionary | Pattern | Why It Is Slop | Replacement Approach | |---------|---------------|----------------------| | ~하겠습니다 | Bureaucratic future-tense hedge;