FINDING #7090 · UNIT ID 1379601713
Simreal-AI/Simreal-MLBench
[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.
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:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
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
17.71
ACCEL
+6.68
RETENTION
70.0%
PEAK 2026-09-28 · FORK-RETENTION 41.2% · 124 STARS / WINDOW
Author Audience
AUDIENCE
112
FOLLOWERS
12
OWNER ★
439
Engagement Signals
FORKS
26
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 124 / 124 (DIVERSITY 1.00)
Why This Is A Finding
Simreal-AI/Simreal-MLBench собрал 124 звёзд за окно, тогда как у автора всего 12 подписчиков — эффективная аудитория ≈ 112. Это даёт surprise-индекс 0.12 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 41.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 27% OF 9758 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9758 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 27%
VELOCITY17.713.57+14.14ABOVE 87%
RETENTION70.0%38.3%+31.7 PPABOVE 89%
FORKS26106-80ABOVE 21%
SURPRISE0.120.01+0.11ABOVE 95%