FINDING #5912 · UNIT ID 1348316078
kyky2347/ALTA
Autonomous LLM Trading Asterism — a research-only virtual trading platform with specialized LLM agents, evidence-first workflows, replayable decisions and a three-language operator console.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
58% 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
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
29.00
ACCEL
-0.68
RETENTION
75.7%
PEAK 2026-09-08 · FORK-RETENTION 57.1% · 203 STARS / WINDOW
Author Audience
AUDIENCE
87
FOLLOWERS
52
OWNER ★
350
Engagement Signals
FORKS
44
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 203 / 203 (DIVERSITY 1.00)
Why This Is A Finding
kyky2347/ALTA собрал 203 звёзд за окно, тогда как у автора всего 52 подписчиков — эффективная аудитория ≈ 87. Это даёт surprise-индекс 0.23 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 57.1% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 40% OF 9789 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9789 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 40%
VELOCITY29.003.43+25.57ABOVE 92%
RETENTION75.7%37.5%+38.2 PPABOVE 95%
FORKS44119-75ABOVE 28%
SURPRISE0.230.01+0.22ABOVE 99%