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FINDING #2468 · UNIT ID 781022269

anthropics/prompt-eng-interactive-tutorial

Anthropic's Interactive Prompt Engineering Tutorial

[ JUPYTER NOTEBOOK ][ ORG ][ VERIFIED ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00000812

ENGAGEMENT0.63

FRESHNESS1.21

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

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

4% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

8.99

ACCEL

-0.16

RETENTION

4.1%

PEAK 2026-03-03 · FORK-RETENTION 54.0% · 1,618 STARS / WINDOW

Author Audience

AUDIENCE

1,106,362

FOLLOWERS

78,807

OWNER ★

596,433

Engagement Signals

FORKS

4,097

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 1,618 / 1,618 (DIVERSITY 1.00)

Why This Is A Finding

anthropics/prompt-eng-interactive-tutorial собрал 1,618 звёзд за окно, тогда как у автора всего 78,807 подписчиков — эффективная аудитория ≈ 1,106,362. Это даёт surprise-индекс 0.00000812 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 54.0% и 12 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 4% OF 2559 FINDINGS

#536duoan/TorchCode[ JUPYTER NOTEBOOK ]0.00335 #584CalvinXKY/InfraTech[ JUPYTER NOTEBOOK ]0.00302 #614GiovanniPasq/agentic-rag-for-dummies[ JUPYTER NOTEBOOK ]0.00285 #632Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.00278 #653lyogavin/airllm[ JUPYTER NOTEBOOK ]0.0027

METRICS IN CONTEXT

MEDIAN ACROSS ALL 2559 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 4%

VELOCITY8.992.88+6.11ABOVE 86%

RETENTION4.1%6.3%-2.2 PPABOVE 34%

FORKS4,0971,183+2,914ABOVE 79%

SURPRISE0.000.00-0.00ABOVE 4%