sloptells / emoji as structure

active ยท formatting ยท first recorded 2026-07-02 ยท registers: linkedin

๐Ÿ”น Bullet emojis, โœ…/โŒ contrast lists, the ๐ŸŽ‰ after an announcement, ๐Ÿš€ anywhere. Present in ~half of AI LinkedIn posts, absent from ordinary human prose. The single most reliable social-slop marker we measure.

examples

โœ… I quit my job โŒ I didn't starve ๐Ÿ“ˆ I actually grew

evidence

occurrences per 10k words, measured 2026-08-17 (run #10, 3 current + 3 vintage models)

current AIvintage AI (2024/25)humans (matched)canon (great pre-AI prose)
pooled4.427.870.000.23
hn0.00โ€”0.00
cooking0.00โ€”0.00
parenting0.00โ€”0.00
linkedin54.48โ€”โ€”

history

rundateAI /10kvs humans
#22026-07-024.04only in AI
#32026-07-023.58only in AI
#42026-07-064.97only in AI
#52026-07-135.27ร—42 vs humans
#62026-07-205.10only in AI
#72026-07-273.50only in AI
#82026-08-034.72only in AI
#92026-08-104.11ร—32 vs humans
#102026-08-174.42only in AI

detector

regex: [\u{1F300}-\u{1FAFF}\u{2600}-\u{27BF}]

sources

โ† all tells