FINDING #5955 · UNIT ID 1259742577
louisfb01/start-ai-engineering
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SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
53% 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
5.47
ACCEL
+0.13
RETENTION
12.5%
PEAK 2026-07-02 · FORK-RETENTION 0.0% · 164 STARS / WINDOW
Author Audience
AUDIENCE
3,258
FOLLOWERS
1,668
OWNER ★
15,895
Engagement Signals
FORKS
35
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 164 / 164 (DIVERSITY 1.00)
Why This Is A Finding
louisfb01/start-ai-engineering собрал 164 звёзд за окно, тогда как у автора всего 1,668 подписчиков — эффективная аудитория ≈ 3,258. Это даёт surprise-индекс 0.00166 (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 5% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 5%
VELOCITY5.474.23+1.23ABOVE 59%
RETENTION12.5%29.4%-17.0 PPABOVE 17%
FORKS3592-57ABOVE 25%
SURPRISE0.000.01-0.01ABOVE 17%