FINDING #5803 · UNIT ID 1083330196
ai-infra-curriculum/ai-infra-junior-engineer-learning
AI Infrastructure Junior Engineer Learning Track - Comprehensive curriculum for entry-level ML infrastructure engineers (0-2 years experience)
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
1.73
ACCEL
+0.01
RETENTION
12.2%
PEAK 2026-05-27 · FORK-RETENTION 0.0% · 156 STARS / WINDOW
Author Audience
AUDIENCE
729
FOLLOWERS
187
OWNER ★
1,777
Engagement Signals
FORKS
38
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 156 / 156 (DIVERSITY 1.00)
Why This Is A Finding
ai-infra-curriculum/ai-infra-junior-engineer-learning собрал 156 звёзд за окно, тогда как у автора всего 187 подписчиков — эффективная аудитория ≈ 729. Это даёт surprise-индекс 0.00225 (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 9% 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 9%
VELOCITY1.733.99-2.26ABOVE 9%
RETENTION12.2%17.1%-4.9 PPABOVE 37%
FORKS3890-51ABOVE 25%
SURPRISE0.000.01-0.01ABOVE 21%