ed-donner/llm_engineering — GitHub trend

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FINDING #5688 · UNIT ID 850490697

ed-donner/llm_engineering

Repo to accompany my mastering LLM engineering course

[ JUPYTER NOTEBOOK ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00185

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

10.43

ACCEL

+0.57

RETENTION

61.8%

PEAK 2026-07-13 · FORK-RETENTION 0.0% · 73 STARS / WINDOW

Author Audience

AUDIENCE

5,587

FOLLOWERS

4,195

OWNER ★

13,915

Engagement Signals

FORKS

6,547

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 73 / 73 (DIVERSITY 1.00)

Why This Is A Finding

ed-donner/llm_engineering собрал 73 звёзд за окно, тогда как у автора всего 4,195 подписчиков — эффективная аудитория ≈ 5,587. Это даёт surprise-индекс 0.00185 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 17% OF 6892 FINDINGS

#754Nicolepcx/ai-agents-the-definitive-guide[ JUPYTER NOTEBOOK ]0.014 #1111adrida/tracer[ JUPYTER NOTEBOOK ]0.00948 #1229Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.00847 #1378CalvinXKY/InfraTech[ JUPYTER NOTEBOOK ]0.00759 #1596lit26/finvizfinance[ JUPYTER NOTEBOOK ]0.00636

METRICS IN CONTEXT

MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 17%

VELOCITY10.434.14+6.29ABOVE 75%

RETENTION61.8%40.6%+21.1 PPABOVE 78%

FORKS6,54789+6,458ABOVE 99%

SURPRISE0.000.01-0.01ABOVE 19%