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FINDING #1225 · UNIT ID 1185590488

rohitg00/ai-engineering-from-scratch

Learn it. Build it. Ship it for others.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0286

ENGAGEMENT0.41

FRESHNESS1.01

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

6% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

456.57

ACCEL

+37.86

RETENTION

59.4%

PEAK 2026-08-26 · FORK-RETENTION 44.2% · 3,196 STARS / WINDOW

Author Audience

AUDIENCE

15,911

FOLLOWERS

6,081

OWNER ★

98,713

Engagement Signals

FORKS

8,849

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 3,196 / 3,196 (DIVERSITY 1.00)

Why This Is A Finding

rohitg00/ai-engineering-from-scratch собрал 3,196 звёзд за окно, тогда как у автора всего 6,081 подписчиков — эффективная аудитория ≈ 15,911. Это даёт surprise-индекс 0.0286 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 44.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 87% OF 9771 FINDINGS

#05MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #08zeenie-ai/OpenCompany[ PYTHON ]0.38 #15litaolemo/xtquant_big_convert[ PYTHON ]0.33 #23917Dhj/DeepPaperNote[ PYTHON ]0.27 #24LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.27

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.020.00+0.01ABOVE 87%

VELOCITY456.573.71+452.86ABOVE 100%

RETENTION59.4%39.3%+20.1 PPABOVE 79%

FORKS8,84991+8,758ABOVE 99%

SURPRISE0.030.01+0.02ABOVE 77%