FINDING #4453 · 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)
95% 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
4.73
ACCEL
+0.05
RETENTION
10.7%
PEAK 2026-05-24 · FORK-RETENTION 0.0% · 851 STARS / WINDOW
Author Audience
AUDIENCE
315
FOLLOWERS
67
OWNER ★
906
Engagement Signals
FORKS
176
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 851 / 851 (DIVERSITY 1.00)
Why This Is A Finding
AgenticAiLabs/Ai-Engineering-Roadmap собрал 851 звёзд за окно, тогда как у автора всего 67 подписчиков — эффективная аудитория ≈ 315. Это даёт surprise-индекс 0.0133 (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 25% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 25%
VELOCITY4.733.29+1.43ABOVE 63%
RETENTION10.7%11.3%-0.6 PPABOVE 48%
FORKS17699+77ABOVE 66%
SURPRISE0.010.01+0.00ABOVE 58%