FINDING #6521 · UNIT ID 1063897410
Kang-Jay/CS231n-2025
Personal solutions, learning notes and model architecture diagrams for Stanford CS231n (Spring 2025).
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
25% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S6 · OWNER HAS ALMOST NO FOLLOWERS 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
9.33
ACCEL
+2.50
RETENTION
100.0%
PEAK 2026-09-11 · FORK-RETENTION 0.0% · 28 STARS / WINDOW
Author Audience
AUDIENCE
11
FOLLOWERS
0
OWNER ★
111
Engagement Signals
FORKS
2
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 28 / 28 (DIVERSITY 1.00)
Why This Is A Finding
Kang-Jay/CS231n-2025 собрал 28 звёзд за окно, тогда как у автора всего 0 подписчиков — эффективная аудитория ≈ 11. Это даёт surprise-индекс 0.18 (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 8833 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8833 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 26%
VELOCITY9.335.67+3.67ABOVE 68%
RETENTION100.0%45.9%+54.1 PPABOVE 96%
FORKS2344-342ABOVE 2%
SURPRISE0.180.00+0.18ABOVE 97%