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FINDING #6285 · 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

SURPRISE0.00211

ENGAGEMENT0.00

FRESHNESS1.34

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

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

17% 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

13.47

ACCEL

-0.35

RETENTION

17.5%

PEAK 2026-06-26 · FORK-RETENTION 0.0% · 404 STARS / WINDOW

Author Audience

AUDIENCE

6,336

FOLLOWERS

2,446

OWNER ★

7,220

Engagement Signals

FORKS

2,466

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 404 / 404 (DIVERSITY 1.00)

Why This Is A Finding

stanford-cs336/assignment1-basics собрал 404 звёзд за окно, тогда как у автора всего 2,446 подписчиков — эффективная аудитория ≈ 6,336. Это даёт surprise-индекс 0.00211 (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 0% OF 6295 FINDINGS

#01shy3130/tickflow-stock-panel[ PYTHON ]0.46 #06Panniantong/Agent-Reach[ PYTHON ]0.29 #10sums001/Windows-Copilot-API[ PYTHON ]0.27 #12HUANGCHIHHUNGLeo/claude-real-video[ PYTHON ]0.24 #14realiti4/claude-swap[ PYTHON ]0.21

METRICS IN CONTEXT

MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 0%

VELOCITY13.474.23+9.23ABOVE 80%

RETENTION17.5%29.4%-11.9 PPABOVE 26%

FORKS2,46692+2,374ABOVE 96%

SURPRISE0.000.01-0.01ABOVE 20%