FINDING #4346 · UNIT ID 1030344330
ryoiki-tokuiten/Iterative-Contextual-Refinements
Using BFS & DFS like techniques over LLMs for iteratively exploring the solution search space at scale.
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
3.61
ACCEL
+0.02
RETENTION
1.7%
PEAK 2026-06-15 · FORK-RETENTION 0.0% · 649 STARS / WINDOW
Author Audience
AUDIENCE
100
FOLLOWERS
20
OWNER ★
800
Engagement Signals
FORKS
62
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 649 / 649 (DIVERSITY 1.00)
Why This Is A Finding
ryoiki-tokuiten/Iterative-Contextual-Refinements собрал 649 звёзд за окно, тогда как у автора всего 20 подписчиков — эффективная аудитория ≈ 100. Это даёт surprise-индекс 0.0258 (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 35% OF 6691 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6691 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 35%
VELOCITY3.613.19+0.41ABOVE 55%
RETENTION1.7%10.5%-8.8 PPABOVE 5%
FORKS6295-33ABOVE 35%
SURPRISE0.030.01+0.02ABOVE 87%