FINDING #529 · UNIT ID 1108246861
kairos-agi/kairos
Official code for world model Kairos
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
76% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
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
13.49
ACCEL
+0.51
RETENTION
0.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 1,214 STARS / WINDOW
Author Audience
AUDIENCE
296
FOLLOWERS
137
OWNER ★
1,591
Engagement Signals
FORKS
156
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 1,214 / 1,214 (DIVERSITY 1.00)
Why This Is A Finding
kairos-agi/kairos собрал 1,214 звёзд за окно, тогда как у автора всего 137 подписчиков — эффективная аудитория ≈ 296. Это даёт surprise-индекс 0.0401 (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 30% OF 751 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 751 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 30%
VELOCITY13.496.61+6.88ABOVE 66%
RETENTION0.0%22.2%-22.2 PPABOVE 0%
FORKS15697+59ABOVE 61%
SURPRISE0.040.03+0.01ABOVE 69%