FINDING #796 · UNIT ID 1289661113
ai-builders-foundation/ai-builders-curriculum
Open, vendor-neutral curriculum and hackathon starter kits for learning to build full-stack AI applications end-to-end. MIT-licensed. A project of the AI Builders Foundation (501c3).
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
81% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
16.29
ACCEL
-0.46
RETENTION
87.8%
PEAK 2026-07-09 · FORK-RETENTION 0.0% · 114 STARS / WINDOW
Author Audience
AUDIENCE
14
FOLLOWERS
0
OWNER ★
141
Engagement Signals
FORKS
24
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 114 / 114 (DIVERSITY 1.00)
Why This Is A Finding
ai-builders-foundation/ai-builders-curriculum собрал 114 звёзд за окно, тогда как у автора всего 0 подписчиков — эффективная аудитория ≈ 14. Это даёт surprise-индекс 0.30 (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 29% OF 1120 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1120 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.01-0.00ABOVE 29%
VELOCITY16.2913.86+2.43ABOVE 56%
RETENTION87.8%36.8%+51.0 PPABOVE 98%
FORKS2450-26ABOVE 37%
SURPRISE0.300.04+0.26ABOVE 92%