FINDING #4912 · UNIT ID 938322627
Sumanth077/Hands-On-AI-Engineering
A curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
60% 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
17.60
ACCEL
+0.25
RETENTION
13.6%
PEAK 2026-06-07 · FORK-RETENTION 0.0% · 1,584 STARS / WINDOW
Author Audience
AUDIENCE
1,042
FOLLOWERS
429
OWNER ★
6,142
Engagement Signals
FORKS
701
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,584 / 1,584 (DIVERSITY 1.00)
Why This Is A Finding
Sumanth077/Hands-On-AI-Engineering собрал 1,584 звёзд за окно, тогда как у автора всего 429 подписчиков — эффективная аудитория ≈ 1,042. Это даёт surprise-индекс 0.0163 (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 23% 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 23%
VELOCITY17.603.99+13.61ABOVE 87%
RETENTION13.6%17.1%-3.5 PPABOVE 41%
FORKS70190+612ABOVE 91%
SURPRISE0.020.01+0.00ABOVE 58%