FINDING #7985 · UNIT ID 1325331240
wkqdzkd/Awesome-Reliable-Self-Evolving-Agents
Diving into Reliable Self-Evolving Agents: A Survey
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
50% 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
11.47
ACCEL
-0.37
RETENTION
27.6%
PEAK 2026-09-26 · FORK-RETENTION 0.0% · 344 STARS / WINDOW
Author Audience
AUDIENCE
81
FOLLOWERS
12
OWNER ★
689
Engagement Signals
FORKS
12
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 344 / 344 (DIVERSITY 1.00)
Why This Is A Finding
wkqdzkd/Awesome-Reliable-Self-Evolving-Agents собрал 344 звёзд за окно, тогда как у автора всего 12 подписчиков — эффективная аудитория ≈ 81. Это даёт surprise-индекс 0.0948 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 17% OF 9675 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9675 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 17%
VELOCITY11.473.80+7.67ABOVE 80%
RETENTION27.6%20.3%+7.4 PPABOVE 66%
FORKS12138-126ABOVE 9%
SURPRISE0.090.01+0.09ABOVE 97%