FINDING #544 · UNIT ID 1086165112
requie/AI-Red-Teaming-Guide
A comprehensive guide to adversarial testing and security evaluation of AI systems, helping organizations identify vulnerabilities before attackers exploit them.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
83% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
5.52
ACCEL
+0.23
RETENTION
34.8%
PEAK 2026-07-07 · FORK-RETENTION 0.0% · 497 STARS / WINDOW
Author Audience
AUDIENCE
119
FOLLOWERS
46
OWNER ★
727
Engagement Signals
FORKS
105
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 497 / 497 (DIVERSITY 1.00)
Why This Is A Finding
requie/AI-Red-Teaming-Guide собрал 497 звёзд за окно, тогда как у автора всего 46 подписчиков — эффективная аудитория ≈ 119. Это даёт surprise-индекс 0.0348 (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 28% OF 751 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 751 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 28%
VELOCITY5.526.61-1.09ABOVE 44%
RETENTION34.8%22.2%+12.6 PPABOVE 72%
FORKS10597+8ABOVE 52%
SURPRISE0.030.03+0.01ABOVE 62%