FINDING #5154 · UNIT ID 1195419835
programasweights/programasweights-python
Python SDK for ProgramAsWeights — compile natural language specs into neural programs that run locally
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
1.79
ACCEL
+0.05
RETENTION
18.7%
PEAK 2026-07-06 · FORK-RETENTION 0.0% · 161 STARS / WINDOW
Author Audience
AUDIENCE
105
FOLLOWERS
31
OWNER ★
217
Engagement Signals
FORKS
26
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 161 / 161 (DIVERSITY 1.00)
Why This Is A Finding
programasweights/programasweights-python собрал 161 звёзд за окно, тогда как у автора всего 31 подписчиков — эффективная аудитория ≈ 105. Это даёт surprise-индекс 0.0123 (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 19% 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 19%
VELOCITY1.793.99-2.21ABOVE 11%
RETENTION18.7%17.1%+1.6 PPABOVE 54%
FORKS2690-63ABOVE 16%
SURPRISE0.010.01+0.00ABOVE 50%