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FINDING #9106 · UNIT ID 958994783

stanford-cs336/assignment1-basics

Student version of Assignment 1 for Stanford CS336 - Language Modeling From Scratch

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.000826

ENGAGEMENT0.80

FRESHNESS1.00

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

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

2% OF STARS IN ARCHIVE

[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:

S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS

S3 · MORE FORKS THAN STARS

Growth Telemetry

VELOCITY /D

5.71

ACCEL

-0.25

RETENTION

62.5%

PEAK 2026-08-25 · FORK-RETENTION 34.6% · 40 STARS / WINDOW

Author Audience

AUDIENCE

6,876

FOLLOWERS

2,652

OWNER ★

7,858

Engagement Signals

FORKS

2,716

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 40 / 40 (DIVERSITY 1.00)

Why This Is A Finding

stanford-cs336/assignment1-basics собрал 40 звёзд за окно, тогда как у автора всего 2,652 подписчиков — эффективная аудитория ≈ 6,876. Это даёт surprise-индекс 0.000826 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 34.6% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 7% OF 9760 FINDINGS

#08MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #17litaolemo/xtquant_big_convert[ PYTHON ]0.36 #20LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.34 #24zeenie-ai/OpenCompany[ PYTHON ]0.30 #25917Dhj/DeepPaperNote[ PYTHON ]0.29

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 7%

VELOCITY5.713.71+2.00ABOVE 64%

RETENTION62.5%38.0%+24.5 PPABOVE 83%

FORKS2,71686+2,630ABOVE 97%

SURPRISE0.000.01-0.01ABOVE 14%