FINDING #8334 · UNIT ID 1124631986
bishwaghimire/ai-learning-roadmaps
A complete, structured hub for learning Artificial Intelligence — covering AI, Machine Learning, Deep Learning, and Data Science with books, roadmaps, and curated resources from beginner to advanced.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
2% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
2.29
ACCEL
-0.29
RETENTION
26.7%
PEAK 2026-08-27 · FORK-RETENTION 0.0% · 16 STARS / WINDOW
Author Audience
AUDIENCE
135
FOLLOWERS
34
OWNER ★
1,012
Engagement Signals
FORKS
116
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 16 / 16 (DIVERSITY 1.00)
Why This Is A Finding
bishwaghimire/ai-learning-roadmaps собрал 16 звёзд за окно, тогда как у автора всего 34 подписчиков — эффективная аудитория ≈ 135. Это даёт surprise-индекс 0.013 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 15% OF 9755 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9755 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY2.293.71-1.43ABOVE 28%
RETENTION26.7%37.5%-10.8 PPABOVE 35%
FORKS11690+26ABOVE 56%
SURPRISE0.010.01+0.00ABOVE 58%