FINDING #1939 · UNIT ID 1375382253
NandhaKishorM/laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
89% 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
5530.67
ACCEL
+100.50
RETENTION
75.0%
PEAK 2026-09-22 · FORK-RETENTION 35.2% · 16,592 STARS / WINDOW
Author Audience
AUDIENCE
2,909
FOLLOWERS
1,225
OWNER ★
21,835
Engagement Signals
FORKS
1,863
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 16,592 / 16,592 (DIVERSITY 1.00)
Why This Is A Finding
NandhaKishorM/laya собрал 16,592 звёзд за окно, тогда как у автора всего 1,225 подписчиков — эффективная аудитория ≈ 2,909. Это даёт surprise-индекс 1.88 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 35.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 80% OF 9582 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9582 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.01ABOVE 80%
VELOCITY5530.675.67+5525.00ABOVE 100%
RETENTION75.0%43.8%+31.3 PPABOVE 81%
FORKS1,863326+1,537ABOVE 81%
SURPRISE1.880.00+1.87ABOVE 100%