FINDING #115 · UNIT ID 1310109196
NulightJens/humanizer-stack
Two-pass pipeline for removing AI writing tells from outward-facing text: a surface pass plus a structural pass grounded in the StoryScope study. Packaged as Claude Code Skills. Free community: skool.com/jens-ai-community-1306
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
13% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
14.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-07-26 · FORK-RETENTION 0.0% · 14 STARS / WINDOW
Author Audience
AUDIENCE
50
FOLLOWERS
26
OWNER ★
238
Engagement Signals
FORKS
8
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 14 / 14 (DIVERSITY 1.00)
Why This Is A Finding
NulightJens/humanizer-stack собрал 14 звёзд за окно, тогда как у автора всего 26 подписчиков — эффективная аудитория ≈ 50. Это даёт surprise-индекс 0.16 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 92% OF 1359 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1359 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.040.00+0.04ABOVE 92%
VELOCITY14.009.00+5.00ABOVE 66%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS8379-371ABOVE 5%
SURPRISE0.160.01+0.15ABOVE 95%