FINDING #8162 · UNIT ID 1083330204
ai-infra-curriculum/ai-infra-engineer-learning
AI Infrastructure Engineer Learning Track - Production ML infrastructure curriculum (2-4 years experience)
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
3.00
ACCEL
+1.00
RETENTION
0.0%
PEAK 2026-08-30 · FORK-RETENTION 0.0% · 9 STARS / WINDOW
Author Audience
AUDIENCE
897
FOLLOWERS
246
OWNER ★
2,025
Engagement Signals
FORKS
280
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 9 / 9 (DIVERSITY 1.00)
Why This Is A Finding
ai-infra-curriculum/ai-infra-engineer-learning собрал 9 звёзд за окно, тогда как у автора всего 246 подписчиков — эффективная аудитория ≈ 897. Это даёт surprise-индекс 0.0032 (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 6% OF 8663 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8663 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 6%
VELOCITY3.005.67-2.67ABOVE 10%
RETENTION0.0%41.7%-41.7 PPABOVE 0%
FORKS280332-52ABOVE 46%
SURPRISE0.000.00-0.00ABOVE 44%