FINDING #5412 · UNIT ID 1206501749
walkinglabs/hands-on-modern-rl
🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% 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
Growth Telemetry
VELOCITY /D
36.64
ACCEL
-0.57
RETENTION
6.5%
PEAK 2026-05-07 · FORK-RETENTION 0.0% · 3,298 STARS / WINDOW
Author Audience
AUDIENCE
4,559
FOLLOWERS
534
OWNER ★
17,454
Engagement Signals
FORKS
239
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 3,298 / 3,298 (DIVERSITY 1.00)
Why This Is A Finding
walkinglabs/hands-on-modern-rl собрал 3,298 звёзд за окно, тогда как у автора всего 534 подписчиков — эффективная аудитория ≈ 4,559. Это даёт surprise-индекс 0.00797 (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 15% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY36.643.99+32.65ABOVE 94%
RETENTION6.5%17.1%-10.7 PPABOVE 18%
FORKS23990+150ABOVE 75%
SURPRISE0.010.01-0.00ABOVE 40%