ed-donner/llm_engineering — GitHub trend

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FINDING #4210 · UNIT ID 850490697

ed-donner/llm_engineering

Repo to accompany my mastering LLM engineering course

[ JUPYTER NOTEBOOK ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00225

ENGAGEMENT0.011

FRESHNESS1.00

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

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

1% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

12.67

ACCEL

-3.50

RETENTION

61.8%

PEAK 2026-07-13 · FORK-RETENTION 0.0% · 38 STARS / WINDOW

Author Audience

AUDIENCE

5,587

FOLLOWERS

4,195

OWNER ★

13,915

Engagement Signals

FORKS

6,547

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 38 / 38 (DIVERSITY 1.00)

Why This Is A Finding

ed-donner/llm_engineering собрал 38 звёзд за окно, тогда как у автора всего 4,195 подписчиков — эффективная аудитория ≈ 5,587. Это даёт surprise-индекс 0.00225 (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 16% OF 5024 FINDINGS

#704lit26/finvizfinance[ JUPYTER NOTEBOOK ]0.0141 #792CalvinXKY/InfraTech[ JUPYTER NOTEBOOK ]0.0125 #1029Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.00919 #1065Dashboard-Design/Power-BI-Design-Files[ JUPYTER NOTEBOOK ]0.00886 #1263lyogavin/airllm[ JUPYTER NOTEBOOK ]0.00734

METRICS IN CONTEXT

MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 16%

VELOCITY12.676.67+6.00ABOVE 71%

RETENTION61.8%46.5%+15.3 PPABOVE 67%

FORKS6,547116+6,431ABOVE 98%

SURPRISE0.000.01-0.01ABOVE 18%