FINDING #4612 · UNIT ID 983041516
AgenticAiLabs/Ai-Engineering-Roadmap
Path to becoming a self-taught AI Engineer - a curated, open-source curriculum modeled after OSSU.
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:
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
7.59
ACCEL
-0.11
RETENTION
10.7%
PEAK 2026-05-24 · FORK-RETENTION 0.0% · 683 STARS / WINDOW
Author Audience
AUDIENCE
315
FOLLOWERS
67
OWNER ★
906
Engagement Signals
FORKS
176
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 683 / 683 (DIVERSITY 1.00)
Why This Is A Finding
AgenticAiLabs/Ai-Engineering-Roadmap собрал 683 звёзд за окно, тогда как у автора всего 67 подписчиков — эффективная аудитория ≈ 315. Это даёт surprise-индекс 0.0214 (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 28% 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 28%
VELOCITY7.593.99+3.59ABOVE 71%
RETENTION10.7%17.1%-6.4 PPABOVE 32%
FORKS17690+87ABOVE 67%
SURPRISE0.020.01+0.01ABOVE 67%