FINDING #4692 · 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)
95% 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
15.57
ACCEL
+0.09
RETENTION
6.5%
PEAK 2026-05-27 · FORK-RETENTION 0.0% · 1,401 STARS / WINDOW
Author Audience
AUDIENCE
729
FOLLOWERS
187
OWNER ★
1,777
Engagement Signals
FORKS
242
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,401 / 1,401 (DIVERSITY 1.00)
Why This Is A Finding
ai-infra-curriculum/ai-infra-engineer-learning собрал 1,401 звёзд за окно, тогда как у автора всего 187 подписчиков — эффективная аудитория ≈ 729. Это даёт surprise-индекс 0.0202 (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 26% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 26%
VELOCITY15.573.99+11.57ABOVE 86%
RETENTION6.5%17.1%-10.7 PPABOVE 18%
FORKS24290+153ABOVE 75%
SURPRISE0.020.01+0.01ABOVE 65%